In [3]:
import pandas as pd
from sklearn.preprocessing import StandardScaler
import seaborn as sns
from sklearn.model_selection import train_test_split
import matplotlib.pyplot as plt
import numpy as np
from sklearn.linear_model import LinearRegression
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import BaggingRegressor, RandomForestRegressor
from sklearn.metrics import r2_score, mean_squared_error
from sklearn.model_selection import GridSearchCV
from sklearn.tree import plot_tree

Data cleaning¶

Create separate columns for the rates of mental health conditions and suicide for each gender.¶

In [9]:
DATASET_FILENAME = "C:/Users/Yeabs/Downloads/intermediate_suicide_2021.csv" # name of the csv file containing the dataset
In [11]:
suicide_data = pd.read_csv(DATASET_FILENAME)
suicide_data.head()
Out[11]:
location sex age anxiety_percent bipolar_percent depress_percent suicide_rate_per100k country_code year gdp_usd
0 People's Republic of China Male 15-49 years 0.030089 0.002371 0.025406 7.148372 CHN 2021.0 12617.505104
1 People's Republic of China Female 15-49 years 0.049990 0.002573 0.041064 4.274235 CHN 2021.0 12617.505104
2 Democratic People's Republic of Korea Male 15-49 years 0.031223 0.002446 0.023614 10.637906 PRK 2021.0 NaN
3 Democratic People's Republic of Korea Female 15-49 years 0.052123 0.002546 0.040503 7.770534 PRK 2021.0 NaN
4 Socialist Republic of Viet Nam Male 15-49 years 0.022690 0.004234 0.026537 11.649648 VNM 2021.0 3704.193559
In [13]:
pivoted = suicide_data.pivot_table(
    index=['location', 'age', 'country_code', 'gdp_usd'], # use these as rows in a MultiIndex
    columns='sex', # maks separate disorder and suicide columns by sex
    values=['anxiety_percent', 'bipolar_percent', 'depress_percent', 'suicide_rate_per100k'] # cols to aggregate
)

pivoted.head() # Results in a table with a MultiIndex for both the index and columns
Out[13]:
anxiety_percent bipolar_percent depress_percent suicide_rate_per100k
sex Female Male Female Male Female Male Female Male
location age country_code gdp_usd
American Samoa 15-49 years ASM 15236.160488 0.064493 0.039367 0.003532 0.003448 0.040142 0.030680 5.571612 19.082456
Antigua and Barbuda 15-49 years ATG 17340.379069 0.086864 0.049242 0.013375 0.011714 0.057791 0.030021 0.251559 2.028625
Argentine Republic 15-49 years ARG 10738.017922 0.111099 0.057252 0.011635 0.009242 0.055580 0.036287 4.953540 21.255442
Australia 15-49 years AUS 60607.778861 0.109350 0.068449 0.016182 0.015370 0.087065 0.059841 7.524478 25.598084
Barbados 15-49 years BRB 18696.785895 0.089775 0.051127 0.013237 0.011617 0.060730 0.035615 1.165735 6.877231
In [15]:
pivoted = pivoted.reset_index() # Turn the MultiIndex in the rows into a single index
pivoted.head()
Out[15]:
location age country_code gdp_usd anxiety_percent bipolar_percent depress_percent suicide_rate_per100k
sex Female Male Female Male Female Male Female Male
0 American Samoa 15-49 years ASM 15236.160488 0.064493 0.039367 0.003532 0.003448 0.040142 0.030680 5.571612 19.082456
1 Antigua and Barbuda 15-49 years ATG 17340.379069 0.086864 0.049242 0.013375 0.011714 0.057791 0.030021 0.251559 2.028625
2 Argentine Republic 15-49 years ARG 10738.017922 0.111099 0.057252 0.011635 0.009242 0.055580 0.036287 4.953540 21.255442
3 Australia 15-49 years AUS 60607.778861 0.109350 0.068449 0.016182 0.015370 0.087065 0.059841 7.524478 25.598084
4 Barbados 15-49 years BRB 18696.785895 0.089775 0.051127 0.013237 0.011617 0.060730 0.035615 1.165735 6.877231
In [17]:
# Flatten the MultiIndex columns into a single index
pivoted.columns = ['_'.join(col) for col in pivoted.columns.values]
In [19]:
# Clean up column names to be snake case and have no trailing underscores
pivoted.columns = [col.lower().strip("_") for col in pivoted.columns]
pivoted.head()
Out[19]:
location age country_code gdp_usd anxiety_percent_female anxiety_percent_male bipolar_percent_female bipolar_percent_male depress_percent_female depress_percent_male suicide_rate_per100k_female suicide_rate_per100k_male
0 American Samoa 15-49 years ASM 15236.160488 0.064493 0.039367 0.003532 0.003448 0.040142 0.030680 5.571612 19.082456
1 Antigua and Barbuda 15-49 years ATG 17340.379069 0.086864 0.049242 0.013375 0.011714 0.057791 0.030021 0.251559 2.028625
2 Argentine Republic 15-49 years ARG 10738.017922 0.111099 0.057252 0.011635 0.009242 0.055580 0.036287 4.953540 21.255442
3 Australia 15-49 years AUS 60607.778861 0.109350 0.068449 0.016182 0.015370 0.087065 0.059841 7.524478 25.598084
4 Barbados 15-49 years BRB 18696.785895 0.089775 0.051127 0.013237 0.011617 0.060730 0.035615 1.165735 6.877231
In [21]:
# Set the index to a MultiIndex whose levels are the country name and country code

pivoted = pivoted.set_index(["location", "country_code"]) # Set the index to the country name
pivoted = pivoted.drop(columns=["age"]) # drop age column
pivoted.head()
Out[21]:
gdp_usd anxiety_percent_female anxiety_percent_male bipolar_percent_female bipolar_percent_male depress_percent_female depress_percent_male suicide_rate_per100k_female suicide_rate_per100k_male
location country_code
American Samoa ASM 15236.160488 0.064493 0.039367 0.003532 0.003448 0.040142 0.030680 5.571612 19.082456
Antigua and Barbuda ATG 17340.379069 0.086864 0.049242 0.013375 0.011714 0.057791 0.030021 0.251559 2.028625
Argentine Republic ARG 10738.017922 0.111099 0.057252 0.011635 0.009242 0.055580 0.036287 4.953540 21.255442
Australia AUS 60607.778861 0.109350 0.068449 0.016182 0.015370 0.087065 0.059841 7.524478 25.598084
Barbados BRB 18696.785895 0.089775 0.051127 0.013237 0.011617 0.060730 0.035615 1.165735 6.877231
In [23]:
pivoted.isna().sum()
Out[23]:
gdp_usd                        0
anxiety_percent_female         0
anxiety_percent_male           0
bipolar_percent_female         0
bipolar_percent_male           0
depress_percent_female         0
depress_percent_male           0
suicide_rate_per100k_female    0
suicide_rate_per100k_male      0
dtype: int64

There is no missing data.

Split by gender¶

Now, we will make separate DataFrames containing the mental health disorder rates and suicide rates for men and women, respectively. Both DataFrames will have GDP.

In [27]:
male_cols = [col for col in pivoted.columns if not col.endswith("_female")] # All the columns we will have in the dataset for men (GDP and prevalences for men)
female_cols = [col for col in pivoted.columns if not col.endswith("_male")] # All the columns we will have in the dataset for women (GDP and prevalences for women)

male_df = pivoted[male_cols] # Dataset with male suicide rates and statistics
female_df = pivoted[female_cols] # Dataset with female suicide rates and statistics
In [29]:
male_df.head()
Out[29]:
gdp_usd anxiety_percent_male bipolar_percent_male depress_percent_male suicide_rate_per100k_male
location country_code
American Samoa ASM 15236.160488 0.039367 0.003448 0.030680 19.082456
Antigua and Barbuda ATG 17340.379069 0.049242 0.011714 0.030021 2.028625
Argentine Republic ARG 10738.017922 0.057252 0.009242 0.036287 21.255442
Australia AUS 60607.778861 0.068449 0.015370 0.059841 25.598084
Barbados BRB 18696.785895 0.051127 0.011617 0.035615 6.877231
In [31]:
female_df.head()
Out[31]:
gdp_usd anxiety_percent_female bipolar_percent_female depress_percent_female suicide_rate_per100k_female
location country_code
American Samoa ASM 15236.160488 0.064493 0.003532 0.040142 5.571612
Antigua and Barbuda ATG 17340.379069 0.086864 0.013375 0.057791 0.251559
Argentine Republic ARG 10738.017922 0.111099 0.011635 0.055580 4.953540
Australia AUS 60607.778861 0.109350 0.016182 0.087065 7.524478
Barbados BRB 18696.785895 0.089775 0.013237 0.060730 1.165735

Scale the data for PCA¶

For supervised learning, we must first do a train/test split and then scaling. For PCA, there is no train/test split, and the entire dataset needs to be scaled. We perform that scaling below, for both the male dataset and the female one.

In [35]:
male_scaler_pca = StandardScaler()
male_data_scaled_pca = pd.DataFrame(male_scaler_pca.fit_transform(male_df), columns = male_df.columns, index = male_df.index)

female_scaler_pca = StandardScaler()
female_data_scaled_pca = pd.DataFrame(female_scaler_pca.fit_transform(female_df), columns = female_df.columns, index = female_df.index)
In [37]:
male_data_scaled_pca.head()
Out[37]:
gdp_usd anxiety_percent_male bipolar_percent_male depress_percent_male suicide_rate_per100k_male
location country_code
American Samoa ASM -0.092538 -0.671467 -1.575137 -1.131721 0.126325
Antigua and Barbuda ATG -0.016200 0.174987 1.314183 -1.186341 -1.076415
Argentine Republic ARG -0.255723 0.861572 0.450211 -0.667252 0.279577
Australia AUS 1.553472 1.821261 2.592254 1.284051 0.585847
Barbados BRB 0.033008 0.336544 1.280517 -0.722895 -0.734462
In [39]:
female_data_scaled_pca.head()
Out[39]:
gdp_usd anxiety_percent_female bipolar_percent_female depress_percent_female suicide_rate_per100k_female
location country_code
American Samoa ASM -0.092538 -0.549566 -1.467871 -1.431164 0.218146
Antigua and Barbuda ATG -0.016200 0.354850 1.198311 -0.479321 -1.051381
Argentine Republic ARG -0.255723 1.334631 0.726859 -0.598568 0.070655
Australia AUS 1.553472 1.263914 1.958586 1.099414 0.684160
Barbados BRB 0.033008 0.472529 1.160782 -0.320828 -0.833231

EDA¶

Helper functions¶

We will define two helper functions for EDA, one that plots a heatmap of the correlation matrix, and one that makes a pairplot of a dataset.

In [44]:
def plot_heatmap(df: pd.DataFrame, figsize: tuple[int] = (10,8), title: str = "Correlation Matrix for Suicide Data"):
    """
    Plots the heatmap of the correlation matrix of a dataset.
    Parameters
        - df: the dataframe to plot
        - figsize: a tuple of integers for the figure size
        - title: title of the plot
    """
    plt.figure(figsize=figsize)
    sns.heatmap(df.corr(), annot=True, cmap="viridis")
    plt.title(title, fontsize=20)
    plt.show()
In [46]:
def make_pairplot(df: pd.DataFrame, figsize: tuple[int] = (12,12), title: str = "Pairplot for Suicide Data"):
    """ 
    Make a pairplot of a dataset 
    Params:
        - df: the dataframe to plot
        - figsize: a tuple of integers for the figure size
        - title: title of the plot
    """
    grid = sns.PairGrid(df, corner=True)
    grid.map_lower(sns.scatterplot, alpha=0.6)
    grid.map_diag(sns.histplot)
    grid.figure.set_size_inches(figsize)
    grid.figure.suptitle(title)

Male dataset¶

In [49]:
plot_heatmap(male_df)
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In [52]:
make_pairplot(male_df)
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We see a nonlinear relationship between all the predictors and the response. So, we will use spline terms in the GAM.

Female dataset¶

In [55]:
plot_heatmap(female_df)
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In [58]:
make_pairplot(female_df)
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Again, we see a nonlinear relationship between all the predictors and the response. So, we will use spline terms in the GAM.

PCA¶

PCA Female¶

In [60]:
# SVD for PCA
U_f, s_f, VT_f = np.linalg.svd(female_data_scaled_pca, full_matrices=False)
pve_f = s_f**2 / np.sum(s_f**2)
cpve_f = np.cumsum(pve_f)

# Scree and CPVE Plot
plt.figure(figsize=(10, 4))
plt.subplot(1, 2, 1)
plt.plot(range(1, len(pve_f)+1), pve_f, marker='o')
plt.title("Female Scree Plot")
plt.xlabel("Principal Component")
plt.ylabel("Proportion of Variance Explained")
plt.ylim(0, 1)

plt.subplot(1, 2, 2)
plt.plot(range(1, len(cpve_f)+1), cpve_f, marker='o')
plt.title("Female Cumulative Variance")
plt.xlabel("Principal Component")
plt.ylabel("Cumulative Proportion of Variance")
plt.ylim(0, 1)
plt.tight_layout()
plt.show()
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This pair of PCA plots shows how much of the overall variation in the dataset is explained by the first few principal components:

  • Scree Plot (left): The first principal component (PC1) accounts for over 45% of the total variance. The second component (PC2) contributes around 23%, with PC3 and PC4 contributing significantly less. This sharp drop indicates that most of the meaningful structure in the female-related features is captured in the first two components.
  • Cumulative Variance Plot (right): The first two components together explain about 75% of the total variance, and by the third component, it rises to 90%. This means we can reduce the female dataset from 4 dimensions to just 3 without losing much information.

PCA male¶

In [65]:
# SVD for PCA
U_m, s_m, VT_m = np.linalg.svd(male_data_scaled_pca, full_matrices=False)
pve_m = s_m**2 / np.sum(s_m**2)
cpve_m = np.cumsum(pve_m)

# Scree and CPVE Plot
plt.figure(figsize=(10, 4))
plt.subplot(1, 2, 1)
plt.plot(range(1, len(pve_m)+1), pve_m, marker='o')
plt.title("Male Scree Plot")
plt.xlabel("Principal Component")
plt.ylabel("Proportion of Variance Explained")
plt.ylim(0, 1)

plt.subplot(1, 2, 2)
plt.plot(range(1, len(cpve_m)+1), cpve_m, marker='o')
plt.title("Male Cumulative Variance")
plt.xlabel("Principal Component")
plt.ylabel("Cumulative Proportion of Variance")
plt.ylim(0, 1)
plt.tight_layout()
plt.show()
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The male PCA plots tell a very similar story to the female ones, but with some slight differences in variance distribution.

  • In the Male Scree Plot (left), the first principal component (PC1) accounts for just over 40% of the total variance slightly lower than the female case. The second component (PC2) adds around 25%, and from there, the contribution of each additional component decreases steadily. This steady decline suggests that while the first few components carry the most weight, the remaining ones still carry some non-trivial variance.
  • By the third component (PC3), the Cumulative Variance Plot (right) shows that the model captures over 80% of the variance. With four components, it reaches around 95%, and by the fifth component, it hits 100%.

Overall, just like in the female PCA, the elbow in the scree plot appears around the third component, indicating a good cutoff for dimensionality reduction. Retaining the first three principal components would be a solid choice, capturing most of the meaningful structure in the data.

Comparison¶

In [70]:
# Female
plt.figure(figsize=(6, 5))
plt.scatter(U_f[:, 0], U_f[:, 1], alpha=0.6)
plt.title("Female PCA Projection (PC1 vs PC2)")
plt.xlabel("PC1")
plt.ylabel("PC2")
plt.grid(True)
plt.show()

# Male
plt.figure(figsize=(6, 5))
plt.scatter(U_m[:, 0], U_m[:, 1], alpha=0.6)
plt.title("Male PCA Projection (PC1 vs PC2)")
plt.xlabel("PC1")
plt.ylabel("PC2")
plt.grid(True)
plt.show()
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The PCA projection plot for female data reveals clear clustering among most countries, suggesting similar patterns in female mental health indicators and GDP. The majority of points are packed around the center, meaning that for most countries, female anxiety, depression, suicide rates, and income levels follow a common trend. However, countries like Greenland standout, with a female suicide rate of 38.7 per 100,000, which is dramatically higher than the global average, even though its GDP is relatively high (57,116). This places Greenland far from the main group in the PCA plot. Countries like India also appear as outliers with a high female suicide rate (14.9 per 100k) and low GDP (2,240), while Zimbabwe shows similar traits with a suicide rate of 13.5 and GDP of just $1,724. These outliers drift away from the main cluster, visually confirming their unique combination of mental health burden and economic conditions.stances.

The PCA projection plot for male data shows how countries differ in terms of male mental health and economic indicators. Most countries are tightly clustered near the center, meaning they have similar patterns in suicide rates, depression, anxiety, and GDP. However, a few countries clearly stand out as outliers.

  • For example, Greenland is the most extreme case, with a suicide rate of 111.6 per 100,000 males, far higher than any other country in the dataset. Guyana (69.9 per 100k) and Lesotho (44.4 per 100k) also show very high suicide rates combined with lower GDP levels, placing them far from the main cluster in the PCA plot. These countries appear isolated in the visualization, which confirms their unusual profiles. On the other end, Monaco shows up as a unique outlier because of its extremely high GDP (over $223,000 per person), which also pushes it away from the main group despite a high suicide rate.
In [94]:
# Redefine 'features' list to fix the NameError
features = ["gdp_usd", "anxiety_percent", "bipolar_percent", "depress_percent", "suicide_rate_per100k"]

# Recreate the loadings DataFrame
loadings_male = pd.DataFrame(VT_m.T, index=features, columns=[f"PC{i+1}" for i in range(VT_m.shape[0])])
loadings_male
Out[94]:
PC1 PC2 PC3 PC4 PC5
gdp_usd 0.388596 -0.029954 0.864010 -0.318629 0.007686
anxiety_percent 0.619032 -0.047775 -0.203795 0.189154 -0.732943
bipolar_percent 0.565032 -0.319755 -0.123637 0.399234 0.635469
depress_percent 0.382244 0.538790 -0.378004 -0.603768 0.237005
suicide_rate_per100k 0.020501 0.777356 0.231909 0.582042 0.052373

In the male PCA loading table, PC1 shows a general increase in all variables. It’s most influenced by anxiety (0.62), bipolar disorder (0.57), and GDP (0.39). This means countries with high PC1 scores usually have higher income and more mental health issues.

PC2 is mostly about suicide rate (0.78) and depression (0.54). So, this component highlights countries with especially high suicide rates among men. PC3 is mainly linked to GDP (0.86), meaning it separates countries by how rich or poor they are, without focusing on mental health. PC4 shows a mix: countries with high depression rates tend to have lower suicide rates, and vice versa. PC5 shows a contrast between anxiety (–0.73) and bipolar disorder (0.64). This means some countries have more anxiety issues, while others have more bipolar cases it’s like a trade-off between the two.

In [96]:
loadings_female = pd.DataFrame(VT_f.T, index=features, columns=[f"PC{i+1}" for i in range(VT_f.shape[0])])
loadings_female
Out[96]:
PC1 PC2 PC3 PC4 PC5
gdp_usd 0.396212 -0.116668 0.840983 -0.331614 -0.110384
anxiety_percent 0.571609 0.088513 -0.140383 0.504103 -0.625781
bipolar_percent 0.570491 0.274064 -0.049203 0.213213 0.742663
depress_percent 0.436775 -0.354045 -0.515946 -0.644009 -0.054156
suicide_rate_per100k 0.006896 -0.882097 0.066480 0.419172 0.204286

In the female PCA, PC1 shows countries with high mental health issues (like anxiety and bipolar) and high income.PC2 mainly captures suicide rate and depression countries with high female suicide rates stand out here.PC3 is mostly about GDP, separating rich from poor countries. PC4 shows a difference between depression and anxiety some countries have more of one than the other.PC5 contrasts bipolar vs. anxiety, meaning some places have higher bipolar rates, while others have more anxiety.re anxiety. es in your dataset.

Train/test split and scaling for supervised learning¶

Train/test split¶

We will split the data into a training and test set by generating random indices for each set.

In [20]:
all_indices = np.arange(len(female_df)) # integer index from 0 to the number of samples
train_indices = np.random.choice(all_indices, size=int(0.8 * len(all_indices)), replace=False) # indices of the training set
test_indices = list( set(all_indices) - set(train_indices) ) # Get the indices of the test set by taking all the indices that are NOT in the training set
In [21]:
# Training and test sets for male data
male_df_train = male_df.iloc[train_indices]
male_df_test = male_df.iloc[test_indices]

X_train_male = male_df_train.drop(columns=["suicide_rate_per100k_male"]) # predictors in male training set
Y_train_male = male_df_train["suicide_rate_per100k_male"] # response in male training set

X_test_male = male_df_test.drop(columns=["suicide_rate_per100k_male"]) # predictors in male test set
Y_test_male = male_df_test["suicide_rate_per100k_male"] # response in male test set

# Training and test sets for female data
female_df_train = female_df.iloc[train_indices]
female_df_test = female_df.iloc[test_indices]

# Same predictors and response for female dataset
X_train_female = female_df_train.drop(columns=["suicide_rate_per100k_female"]) 
Y_train_female = female_df_train["suicide_rate_per100k_female"] 

X_test_female = female_df_test.drop(columns=["suicide_rate_per100k_female"]) 
Y_test_female = female_df_test["suicide_rate_per100k_female"]

Scaling¶

Now, we will perform standardization on each dataset.

In [22]:
male_scaler = StandardScaler()
X_train_male_scaled = pd.DataFrame(male_scaler.fit_transform(X_train_male), columns = X_train_male.columns, index = X_train_male.index)
X_test_male_scaled = pd.DataFrame(male_scaler.transform(X_test_male), columns = X_test_male.columns, index = X_test_male.index)

female_scaler = StandardScaler()
X_train_female_scaled = pd.DataFrame(female_scaler.fit_transform(X_train_female), columns = X_train_female.columns, index = X_train_female.index)
X_test_female_scaled = pd.DataFrame(female_scaler.transform(X_test_female), columns = X_test_female.columns, index = X_test_female.index)
In [23]:
X_train_male_scaled.head()
Out[23]:
gdp_usd anxiety_percent_male bipolar_percent_male depress_percent_male
location country_code
Argentine Republic ARG -0.288235 0.917166 0.414072 -0.697594
United States of America USA 1.835964 2.236937 0.306587 1.404702
Republic of Sudan SDN -0.639785 0.785299 0.585927 1.314287
Republic of Mozambique MOZ -0.646876 0.241574 -0.257241 0.768743
Republic of Honduras HND -0.568850 0.389711 1.018190 -0.996536
In [24]:
X_train_female_scaled.head()
Out[24]:
gdp_usd anxiety_percent_female bipolar_percent_female depress_percent_female
location country_code
Argentine Republic ARG -0.288235 1.387479 0.670810 -0.615716
United States of America USA 1.835964 1.992602 -0.015964 2.131426
Republic of Sudan SDN -0.639785 0.856970 0.566828 0.455780
Republic of Mozambique MOZ -0.646876 -0.293433 -0.386251 0.314509
Republic of Honduras HND -0.568850 0.468452 0.908438 -0.528419

Modeling: tree-based methods¶

Predicting Female Suicide Rates Globally¶

In [189]:
# Female :
# 1) Basic Decision Tree

#Build the basic Decision Tree for only Female : 
basefem_grid = GridSearchCV(DecisionTreeRegressor(random_state=21),param_grid={ 'max_depth': [4, 6, 8, 10],}, cv=5, scoring='r2')
basefem_grid.fit(X_train_female_scaled, Y_train_female)
base_femscaled = basefem_grid.best_estimator_ # Choosing the Best Basic Decision Tree Model

# Predicting the values of Suicide rate for Females 
ypred_base_femscaled = base_femscaled.predict(X_test_female_scaled)
r2_base_femscaled = r2_score(Y_test_female, ypred_base_femscaled) # R-square 
rmse_base_femscaled =np.sqrt(mean_squared_error(Y_test_female, ypred_base_femscaled)) # RMSE 

# Results
print(f"Decision Tree R2: {r2_base_femscaled:.4f}")
print(f"Decision Tree RMSE: {rmse_base_femscaled:.4f}")
print(f"Decision Tree Parameters: {basefem_grid.best_params_}")

# Extracting and Plotting the Feature Importance for Female Basic Decision Tree
basefemsc_feature_importance= pd.DataFrame({'Feature': X_train_female_scaled.columns,'Importance': base_femscaled.feature_importances_}).sort_values(by='Importance', ascending=False)
basefemsc_feature_importance.plot(kind='barh', x='Feature', y='Importance', legend=False, figsize=(8, 6))
plt.title("Basic Female-Scaled Feature Importance")
plt.gca().invert_yaxis()
plt.tight_layout()
plt.show()

plt.figure(figsize=(20, 10))  
plot_tree(base_femscaled,feature_names=X_train_female_scaled.columns,filled=True,rounded=True,fontsize=10,max_depth=3)
plt.title("Basic Decision Tree Regressor")
plt.show()

Decision Tree R2: -0.8307
Decision Tree RMSE: 3.0211
Decision Tree Parameters: {'max_depth': 4}
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No description has been provided for this image
In [186]:
# 2) Bagging + Decision Tree

# Build the basic Decision Tree + Bagging ensemble method for only Female : 
bagfem_grid = GridSearchCV(BaggingRegressor(estimator=DecisionTreeRegressor(random_state=21), random_state=21),param_grid={'n_estimators': [30,50,70,100],'max_features': [0.2 , 0.4, 0.6 , 0.8]}, cv=5, scoring='r2')
bagfem_grid.fit(X_train_female_scaled, Y_train_female)
bag_femscaled = bagfem_grid.best_estimator_ # Choosing the Best Bagging Decision Tree Model

# Predicting the values of Suicide rate for Females using the Bagging model :
ypred_bag_femscaled = bag_femscaled.predict(X_test_female_scaled)
r2_bag_femscaled = r2_score(Y_test_female, ypred_bag_femscaled)
rmse_bag_femscaled =np.sqrt(mean_squared_error(Y_test_female, ypred_bag_femscaled))

# Results
print(f"Decision Tree + Bagging R2: {r2_bag_femscaled:.4f}")
print(f"Decision Tree + Bagging RMSE: {rmse_bag_femscaled:.4f}")
print(f"Decision Tree + Bagging Best Parameters: {bagfem_grid.best_params_}")

Decision Tree + Bagging R2: -0.1397
Decision Tree + Bagging RMSE: 2.3837
Decision Tree + Bagging Best Parameters: {'max_features': 0.2, 'n_estimators': 30}
In [187]:
# 3) Random Forest:

# Build the basic Decision Tree + Random Forest ensemble method for only Female : 
rf_fem_grid = GridSearchCV(RandomForestRegressor(random_state=42), param_grid = {'n_estimators': [30,50,70,100],'max_features' : ["sqrt"] ,'min_samples_split': [2,3,5,7,10]}, cv=5, scoring='r2')
rf_fem_grid.fit(X_train_female_scaled, Y_train_female)
rf_femscaled = rf_fem_grid.best_estimator_

# Predicting the values of Suicide rate for Females using the Random Forest model :
ypred_rf_femscaled = rf_femscaled.predict(X_test_female_scaled)
r2_rf_femscaled = r2_score(Y_test_female, ypred_rf_femscaled)
rmse_rf_femscaled =np.sqrt(mean_squared_error(Y_test_female, ypred_rf_femscaled))

# Results
print(f"Decision Tree + Random Forest R2: {r2_rf_femscaled:.4f}")
print(f"Decision Tree + Random Forest RMSE: {rmse_rf_femscaled:.4f}")
print(f"Decision Tree + Random Forest Best Parameters: {rf_fem_grid.best_params_}")

# Extracting and Plotting the Feature Importance for Female Random Forest Decision Tree
rffemsc_feature_importance= pd.DataFrame({'Feature': X_train_female_scaled.columns,'Importance': rf_femscaled.feature_importances_}).sort_values(by='Importance', ascending=False)
rffemsc_feature_importance.plot(kind='barh', x='Feature', y='Importance', legend=False, figsize=(8, 6))
plt.title("Random Forest Female-Scaled Feature Importance")
plt.gca().invert_yaxis()
plt.tight_layout()
plt.show()

Decision Tree + Random Forest R2: -0.0515
Decision Tree + Random Forest RMSE: 2.2896
Decision Tree + Random Forest Best Parameters: {'max_features': 'sqrt', 'min_samples_split': 5, 'n_estimators': 100}
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In [188]:
modelsf = ['Basic Decision Tree', 'Bagging', 'Random Forest']
rmse_valsf = [rmse_base_femscaled, rmse_bag_femscaled, rmse_rf_femscaled]

# Plotting
plt.figure(figsize=(8, 8))
compare_barf = plt.bar(modelsf, rmse_valsf, color=['skyblue', 'lightgreen', 'salmon'])

# Printing the values on top of the bars
for bar in compare_barf:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width()/2.0, yval + 0.1, f"{yval:.2f}", ha='center', va='bottom')

# Plot Labels
plt.ylabel('RMSE')
plt.title('Decision Trees Comparison on Female Suicide Rate Prediction (RMSE)')
plt.tight_layout()
plt.show()
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Predicting Male Suicide Rates Globally¶

In [ ]:
# MALE :

# 1) #Build the basic Decision Tree for only Male : 
basemale_grid = GridSearchCV(DecisionTreeRegressor(random_state=21),param_grid={ 'max_depth': [4, 6, 8, 10],}, cv=5, scoring='r2')
basemale_grid.fit(X_train_male_scaled, Y_train_male)
base_malescaled = basemale_grid.best_estimator_

# Predicting the values of Suicide rate for Males 
ypred_base_malescaled = base_malescaled.predict(X_test_male_scaled)
r2_base_malescaled = r2_score(Y_test_male, ypred_base_malescaled)
rmse_base_malescaled =np.sqrt(mean_squared_error(Y_test_male, ypred_base_malescaled))

#Results
print(f"Decision Tree R2: {r2_base_malescaled:.4f}")
print(f"Decision Tree RMSE: {rmse_base_malescaled:.4f}")
print(f"Decision Tree Parameters: {basemale_grid.best_params_}")

# Extracting and Plotting the Feature Importance for Male Basic Decision Tree
basemscfeature_importance= pd.DataFrame({'Feature': X_train_male_scaled.columns,'Importance': base_malescaled.feature_importances_}).sort_values(by='Importance', ascending=False)
basemscfeature_importance.plot(kind='barh', x='Feature', y='Importance', legend=False, figsize=(8, 6))
plt.title("Basic Male-Scaled Feature Importance")
plt.gca().invert_yaxis()
plt.tight_layout()
plt.show()

plt.figure(figsize=(20, 10))  
plot_tree(base_malescaled,feature_names=X_train_male_scaled.columns,filled=True,rounded=True,fontsize=10,max_depth=3)
plt.title("Basic Decision Tree Regressor")
plt.show()

Decision Tree R2: -0.1985
Decision Tree RMSE: 12.4813
Decision Tree Parameters: {'max_depth': 4}
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No description has been provided for this image
In [ ]:
# 2) Male Bagging + Decision Tree

# Build the basic Decision Tree + Bagging ensemble method for only Male : 
bagmale_grid = GridSearchCV(BaggingRegressor(estimator=DecisionTreeRegressor(random_state=21), random_state=21),param_grid={'n_estimators': [30,50,70,100],'max_features': [0.2 , 0.4, 0.6 , 0.8]}, cv=5, scoring='r2')
bagmale_grid.fit(X_train_male_scaled, Y_train_male)
bag_malescaled = bagmale_grid.best_estimator_

# Predicting the values of Suicide rate for Males using the Bagging model :
ypred_bag_malescaled = bag_malescaled.predict(X_test_male_scaled)
r2_bag_malescaled = r2_score(Y_test_male, ypred_bag_malescaled)
rmse_bag_malescaled =np.sqrt(mean_squared_error(Y_test_male, ypred_bag_malescaled))

#Results
print(f"Decision Tree + Bagging R2: {r2_bag_malescaled:.4f}")
print(f"Decision Tree + Bagging RMSE: {rmse_bag_malescaled:.4f}")
print(f"Decision Tree + Bagging Best Parameters: {bagmale_grid.best_params_}")

Decision Tree + Bagging R2: 0.0919
Decision Tree + Bagging RMSE: 10.8646
Decision Tree + Bagging Best Parameters: {'max_features': 0.8, 'n_estimators': 70}
In [ ]:
# 3) Male Random Forest:

# Build the basic Decision Tree + Random Forest ensemble method for only Male : 
rf_male_grid = GridSearchCV(RandomForestRegressor(random_state=42), param_grid = {'n_estimators': [30,50,70,100],'max_features' : ["sqrt"] ,'min_samples_split': [2,3,5,7,10]}, cv=5, scoring='r2')
rf_male_grid.fit(X_train_male_scaled, Y_train_male)
rf_malescaled = rf_male_grid.best_estimator_

# Predicting the values of Suicide rate for Males using the Random Forest model :
ypred_rf_malescaled = rf_malescaled.predict(X_test_male_scaled)
r2_rf_malescaled = r2_score(Y_test_male, ypred_rf_malescaled)
rmse_rf_malescaled =np.sqrt(mean_squared_error(Y_test_male, ypred_rf_malescaled))

#Results 
print(f"Decision Tree + Random Forest R2: {r2_rf_malescaled:.4f}")
print(f"Decision Tree + Random Forest RMSE: {rmse_rf_malescaled:.4f}")
print(f"Decision Tree + Random Forest Best Parameters: {rf_male_grid.best_params_}")

# Extracting and Plotting the Feature Importance for Male Random Forest Decision Tree
rfmsc_feature_importance= pd.DataFrame({'Feature': X_train_male_scaled.columns,'Importance': rf_malescaled.feature_importances_}).sort_values(by='Importance', ascending=False)
rfmsc_feature_importance.plot(kind='barh', x='Feature', y='Importance', legend=False, figsize=(8, 6))
plt.title("Random Forest Male-Scaled Feature Importance")
plt.gca().invert_yaxis()
plt.tight_layout()
plt.show()

Decision Tree + Random Forest R2: -0.0185
Decision Tree + Random Forest RMSE: 11.5061
Decision Tree + Random Forest Best Parameters: {'max_features': 'sqrt', 'min_samples_split': 3, 'n_estimators': 100}
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In [ ]:
models = ['Basic Decision Tree', 'Bagging', 'Random Forest']
rmse_vals = [rmse_base_malescaled, rmse_bag_malescaled, rmse_rf_malescaled]

# Plotting
plt.figure(figsize=(8, 6))
compare_bar = plt.bar(models, rmse_vals, color=['skyblue', 'lightgreen', 'salmon'])

# Printing the values on top of the bars
for bar in compare_bar:
    yval = bar.get_height()
    plt.text(bar.get_x() + bar.get_width()/2.0, yval + 0.1, f"{yval:.2f}", ha='center', va='bottom')

# Plot Labels
plt.ylabel('RMSE')
plt.title('Decision Trees Comparison on Male Suicide Rate Prediction (RMSE)')
plt.tight_layout()
plt.show()
No description has been provided for this image

Modeling: GAM¶

Male dataset¶

Fitting and tuning¶

Below, we fit a GAM model on the male dataset. Each predictor is represented by a spline term. s(feature = i) means we are fitting a spline term to the i-th feature.

In [ ]:
from pygam import LinearGAM, s
In [26]:
male_gam = LinearGAM(s(feature=0) + s(feature=1) + s(feature=2) + s(feature=3)).fit(X_train_male_scaled, Y_train_male)
In [27]:
male_gam.summary()

LinearGAM                                                                                                 
=============================================== ==========================================================
Distribution:                        NormalDist Effective DoF:                                     30.0719
Link Function:                     IdentityLink Log Likelihood:                                  -814.6908
Number of Samples:                          144 AIC:                                             1691.5254
                                                AICc:                                             1709.332
                                                GCV:                                              179.9308
                                                Scale:                                             113.882
                                                Pseudo R-Squared:                                   0.5826
==========================================================================================================
Feature Function                  Lambda               Rank         EDoF         P > x        Sig. Code   
================================= ==================== ============ ============ ============ ============
s(0)                              [0.6]                20           9.2          3.83e-01                 
s(1)                              [0.6]                20           10.6         3.81e-01                 
s(2)                              [0.6]                20           5.7          4.81e-04     ***         
s(3)                              [0.6]                20           4.5          1.23e-11     ***         
intercept                                              1            0.0          1.06e-06     ***         
==========================================================================================================
Significance codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

WARNING: Fitting splines and a linear function to a feature introduces a model identifiability problem
         which can cause p-values to appear significant when they are not.

WARNING: p-values calculated in this manner behave correctly for un-penalized models or models with
         known smoothing parameters, but when smoothing parameters have been estimated, the p-values
         are typically lower than they should be, meaning that the tests reject the null too readily.

C:\Users\david\AppData\Local\Temp\ipykernel_17816\425402196.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. 
 
Please do not make inferences based on these values! 

Collaborate on a solution, and stay up to date at: 
github.com/dswah/pyGAM/issues/163 

  male_gam.summary()

Each spline term has a penalty on its second derivative that encourages the function to be smoother. male_gam.lam are the strengths of that penalty for each term. Terms can have multiple lams, but here, there are four lam parameters, one for each term. Each spline term also has an n_splines parameter, which is the number of basis functions to use for each spline term.

In [28]:
male_gam.lam
Out[28]:
[[0.6], [0.6], [0.6], [0.6]]

We will now perform grid search to find the best lam values. We will minimize the generalized cross-validation (GCV) score.

In [43]:
lam = np.logspace(-3, 5, 4)       # For each lam, try 4 possible values, log-spaced
n_spline = np.array([10, 20, 30]) # Try 10, 20, or 20 splines
lams = [lam] * 4           # Replicate these values for all 4 lams by making a list of arrays, one for each term
n_splines = [n_spline] * 4 # Do the same for splines

# Perform grid search and change the male_gam variable to the best model found
male_gam.gridsearch(X = X_train_male_scaled, y = Y_train_male, lam=lams, n_splines = n_splines, objective='GCV')

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  0% (174 of 20736) |                    | Elapsed Time: 0:00:17 ETA:   0:34:25
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  0% (177 of 20736) |                    | Elapsed Time: 0:00:17 ETA:   0:34:18
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  0% (180 of 20736) |                    | Elapsed Time: 0:00:18 ETA:   0:34:17
  0% (182 of 20736) |                    | Elapsed Time: 0:00:18 ETA:   0:35:22
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  0% (185 of 20736) |                    | Elapsed Time: 0:00:19 ETA:   0:35:19
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  0% (188 of 20736) |                    | Elapsed Time: 0:00:19 ETA:   0:35:39
  0% (189 of 20736) |                    | Elapsed Time: 0:00:19 ETA:   0:35:57
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  0% (195 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:35:18
  0% (197 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:35:10
  0% (198 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:35:11
  0% (201 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:34:57
  0% (203 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:34:52
  0% (204 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:34:54
  0% (205 of 20736) |                    | Elapsed Time: 0:00:20 ETA:   0:34:54
  0% (206 of 20736) |                    | Elapsed Time: 0:00:21 ETA:   0:34:55
  0% (207 of 20736) |                    | Elapsed Time: 0:00:21 ETA:   0:35:00
  1% (209 of 20736) |                    | Elapsed Time: 0:00:21 ETA:   0:35:03
  1% (210 of 20736) |                    | Elapsed Time: 0:00:21 ETA:   0:35:28
  1% (211 of 20736) |                    | Elapsed Time: 0:00:21 ETA:   0:35:38
  1% (212 of 20736) |                    | Elapsed Time: 0:00:22 ETA:   0:35:59
  1% (213 of 20736) |             | Elapsed Time: 2:04:04 ETA:  8 days, 7:15:04
  1% (214 of 20736) |             | Elapsed Time: 2:04:04 ETA:  8 days, 6:18:51
  1% (215 of 20736) |             | Elapsed Time: 2:04:04 ETA:  8 days, 5:23:15
  1% (216 of 20736) |             | Elapsed Time: 2:04:05 ETA:  8 days, 4:28:30
  1% (218 of 20736) |             | Elapsed Time: 2:04:05 ETA:  8 days, 2:39:30
  1% (219 of 20736) |             | Elapsed Time: 2:04:05 ETA:  8 days, 1:46:11
  1% (221 of 20736) |             | Elapsed Time: 2:04:06 ETA:  8 days, 0:00:12
  1% (222 of 20736) |            | Elapsed Time: 2:04:06 ETA:  7 days, 23:08:00
  1% (223 of 20736) |            | Elapsed Time: 2:04:06 ETA:  7 days, 22:16:11
  1% (224 of 20736) |            | Elapsed Time: 2:04:06 ETA:  7 days, 21:24:56
  1% (225 of 20736) |            | Elapsed Time: 2:04:06 ETA:  7 days, 20:34:18
  1% (227 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 18:53:49
  1% (228 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 18:04:19
  1% (229 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 17:15:12
  1% (230 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 16:26:31
  1% (231 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 15:38:20
  1% (232 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 14:50:31
  1% (233 of 20736) |            | Elapsed Time: 2:04:07 ETA:  7 days, 14:03:11
  1% (234 of 20736) |            | Elapsed Time: 2:04:08 ETA:  7 days, 13:16:18
  1% (235 of 20736) |            | Elapsed Time: 2:04:08 ETA:  7 days, 12:29:40
  1% (236 of 20736) |            | Elapsed Time: 2:04:08 ETA:  7 days, 11:43:35
  1% (237 of 20736) |            | Elapsed Time: 2:04:08 ETA:  7 days, 10:58:02
  1% (238 of 20736) |            | Elapsed Time: 2:04:09 ETA:  7 days, 10:12:39
  1% (239 of 20736) |             | Elapsed Time: 2:04:09 ETA:  7 days, 9:27:50
  1% (240 of 20736) |             | Elapsed Time: 2:04:09 ETA:  7 days, 8:43:32
  1% (241 of 20736) |             | Elapsed Time: 2:04:10 ETA:  7 days, 7:59:26
  1% (242 of 20736) |             | Elapsed Time: 2:04:10 ETA:  7 days, 7:15:50
  1% (243 of 20736) |             | Elapsed Time: 2:04:10 ETA:  7 days, 6:32:38
  1% (246 of 20736) |             | Elapsed Time: 2:04:11 ETA:  7 days, 4:23:38
  1% (248 of 20736) |             | Elapsed Time: 2:04:11 ETA:  7 days, 2:59:21
  1% (250 of 20736) |             | Elapsed Time: 2:04:11 ETA:  7 days, 1:36:30
  1% (252 of 20736) |             | Elapsed Time: 2:04:11 ETA:  7 days, 0:15:03
  1% (255 of 20736) |            | Elapsed Time: 2:04:11 ETA:  6 days, 22:15:04
  1% (257 of 20736) |            | Elapsed Time: 2:04:11 ETA:  6 days, 20:56:39
  1% (258 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 20:18:04
  1% (259 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 19:39:40
  1% (260 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 19:01:37
  1% (261 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 18:23:54
  1% (263 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 17:09:01
  1% (264 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 16:32:14
  1% (265 of 20736) |            | Elapsed Time: 2:04:12 ETA:  6 days, 15:55:34
  1% (266 of 20736) |            | Elapsed Time: 2:04:13 ETA:  6 days, 15:19:33
  1% (267 of 20736) |            | Elapsed Time: 2:04:13 ETA:  6 days, 14:43:53
  1% (268 of 20736) |            | Elapsed Time: 2:04:14 ETA:  6 days, 14:08:36
  1% (269 of 20736) |            | Elapsed Time: 2:04:14 ETA:  6 days, 13:33:29
  1% (270 of 20736) |            | Elapsed Time: 2:04:15 ETA:  6 days, 12:58:59
  1% (272 of 20736) |            | Elapsed Time: 2:04:15 ETA:  6 days, 11:48:58
  1% (273 of 20736) |            | Elapsed Time: 2:04:15 ETA:  6 days, 11:14:25
  1% (275 of 20736) |            | Elapsed Time: 2:04:16 ETA:  6 days, 10:05:59
  1% (276 of 20736) |             | Elapsed Time: 2:04:16 ETA:  6 days, 9:32:20
  1% (277 of 20736) |             | Elapsed Time: 2:04:16 ETA:  6 days, 8:58:48
  1% (278 of 20736) |             | Elapsed Time: 2:04:16 ETA:  6 days, 8:25:36
  1% (279 of 20736) |             | Elapsed Time: 2:04:16 ETA:  6 days, 7:52:42
  1% (281 of 20736) |             | Elapsed Time: 2:04:17 ETA:  6 days, 6:47:10
  1% (282 of 20736) |             | Elapsed Time: 2:04:17 ETA:  6 days, 6:14:50
  1% (283 of 20736) |             | Elapsed Time: 2:04:17 ETA:  6 days, 5:42:41
  1% (284 of 20736) |             | Elapsed Time: 2:04:17 ETA:  6 days, 5:10:50
  1% (285 of 20736) |             | Elapsed Time: 2:04:17 ETA:  6 days, 4:39:22
  1% (286 of 20736) |             | Elapsed Time: 2:04:18 ETA:  6 days, 4:07:56
  1% (287 of 20736) |             | Elapsed Time: 2:04:18 ETA:  6 days, 3:36:52
  1% (288 of 20736) |             | Elapsed Time: 2:04:18 ETA:  6 days, 3:06:04
  1% (289 of 20736) |             | Elapsed Time: 2:04:18 ETA:  6 days, 2:35:15
  1% (290 of 20736) |             | Elapsed Time: 2:04:18 ETA:  6 days, 2:04:43
  1% (291 of 20736) |             | Elapsed Time: 2:04:19 ETA:  6 days, 1:34:28
  1% (292 of 20736) |             | Elapsed Time: 2:04:19 ETA:  6 days, 1:04:21
  1% (293 of 20736) |             | Elapsed Time: 2:04:19 ETA:  6 days, 0:34:33
  1% (294 of 20736) |             | Elapsed Time: 2:04:20 ETA:  6 days, 0:05:01
  1% (295 of 20736) |            | Elapsed Time: 2:04:20 ETA:  5 days, 23:35:34
  1% (296 of 20736) |            | Elapsed Time: 2:04:20 ETA:  5 days, 23:06:25
  1% (297 of 20736) |            | Elapsed Time: 2:04:21 ETA:  5 days, 22:37:33
  1% (299 of 20736) |            | Elapsed Time: 2:04:21 ETA:  5 days, 21:39:40
  1% (300 of 20736) |            | Elapsed Time: 2:04:21 ETA:  5 days, 21:11:09
  1% (301 of 20736) |            | Elapsed Time: 2:04:21 ETA:  5 days, 20:42:45
  1% (302 of 20736) |            | Elapsed Time: 2:04:21 ETA:  5 days, 20:14:39
  1% (303 of 20736) |            | Elapsed Time: 2:04:22 ETA:  5 days, 19:46:49
  1% (304 of 20736) |            | Elapsed Time: 2:04:22 ETA:  5 days, 19:19:05
  1% (305 of 20736) |            | Elapsed Time: 2:04:22 ETA:  5 days, 18:51:49
  1% (306 of 20736) |            | Elapsed Time: 2:04:23 ETA:  5 days, 18:24:31
  1% (307 of 20736) |            | Elapsed Time: 2:04:23 ETA:  5 days, 17:57:12
  1% (308 of 20736) |            | Elapsed Time: 2:04:23 ETA:  5 days, 17:30:09
  1% (309 of 20736) |            | Elapsed Time: 2:04:23 ETA:  5 days, 17:03:17
  1% (310 of 20736) |            | Elapsed Time: 2:04:23 ETA:  5 days, 16:36:34
  1% (311 of 20736) |            | Elapsed Time: 2:04:24 ETA:  5 days, 16:10:10
  1% (312 of 20736) |            | Elapsed Time: 2:04:24 ETA:  5 days, 15:43:59
  1% (313 of 20736) |            | Elapsed Time: 2:04:24 ETA:  5 days, 15:17:54
  1% (314 of 20736) |            | Elapsed Time: 2:04:25 ETA:  5 days, 14:51:56
  1% (315 of 20736) |            | Elapsed Time: 2:04:25 ETA:  5 days, 14:26:20
  1% (316 of 20736) |            | Elapsed Time: 2:04:25 ETA:  5 days, 14:00:34
  1% (317 of 20736) |            | Elapsed Time: 2:04:26 ETA:  5 days, 13:35:10
  1% (318 of 20736) |            | Elapsed Time: 2:04:26 ETA:  5 days, 13:09:58
  1% (319 of 20736) |            | Elapsed Time: 2:04:26 ETA:  5 days, 12:44:47
  1% (320 of 20736) |            | Elapsed Time: 2:04:26 ETA:  5 days, 12:19:51
  1% (321 of 20736) |            | Elapsed Time: 2:04:27 ETA:  5 days, 11:55:11
  1% (322 of 20736) |            | Elapsed Time: 2:04:27 ETA:  5 days, 11:30:30
  1% (323 of 20736) |            | Elapsed Time: 2:04:27 ETA:  5 days, 11:06:02
  1% (324 of 20736) |            | Elapsed Time: 2:04:28 ETA:  5 days, 10:41:58
  1% (327 of 20736) |             | Elapsed Time: 2:04:28 ETA:  5 days, 9:29:01
  1% (329 of 20736) |             | Elapsed Time: 2:04:28 ETA:  5 days, 8:41:08
  1% (330 of 20736) |             | Elapsed Time: 2:04:28 ETA:  5 days, 8:17:33
  1% (332 of 20736) |             | Elapsed Time: 2:04:29 ETA:  5 days, 7:30:39
  1% (333 of 20736) |             | Elapsed Time: 2:04:29 ETA:  5 days, 7:07:31
  1% (335 of 20736) |             | Elapsed Time: 2:04:29 ETA:  5 days, 6:21:20
  1% (337 of 20736) |             | Elapsed Time: 2:04:29 ETA:  5 days, 5:35:44
  1% (338 of 20736) |             | Elapsed Time: 2:04:29 ETA:  5 days, 5:13:12
  1% (339 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 4:50:59
  1% (341 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 4:06:34
  1% (342 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 3:44:37
  1% (345 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 2:39:09
  1% (347 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 1:56:08
  1% (348 of 20736) |             | Elapsed Time: 2:04:30 ETA:  5 days, 1:34:51
  1% (350 of 20736) |             | Elapsed Time: 2:04:31 ETA:  5 days, 0:52:40
  1% (351 of 20736) |             | Elapsed Time: 2:04:31 ETA:  5 days, 0:31:48
  1% (354 of 20736) |            | Elapsed Time: 2:04:31 ETA:  4 days, 23:29:34
  1% (357 of 20736) |            | Elapsed Time: 2:04:31 ETA:  4 days, 22:28:26
  1% (359 of 20736) |            | Elapsed Time: 2:04:31 ETA:  4 days, 21:48:19
  1% (360 of 20736) |            | Elapsed Time: 2:04:31 ETA:  4 days, 21:28:27
  1% (363 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 20:29:20
  1% (365 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 19:50:30
  1% (366 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 19:31:16
  1% (367 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 19:12:08
  1% (368 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 18:53:09
  1% (369 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 18:34:18
  1% (371 of 20736) |            | Elapsed Time: 2:04:32 ETA:  4 days, 17:56:43
  1% (372 of 20736) |            | Elapsed Time: 2:04:33 ETA:  4 days, 17:38:08
  1% (374 of 20736) |            | Elapsed Time: 2:04:33 ETA:  4 days, 17:01:11
  1% (375 of 20736) |            | Elapsed Time: 2:04:33 ETA:  4 days, 16:43:01
  1% (376 of 20736) |            | Elapsed Time: 2:04:33 ETA:  4 days, 16:24:49
  1% (377 of 20736) |            | Elapsed Time: 2:04:33 ETA:  4 days, 16:06:47
  1% (378 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 15:48:52
  1% (380 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 15:13:01
  1% (381 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 14:55:17
  1% (383 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 14:20:03
  1% (384 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 14:02:37
  1% (385 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 13:45:16
  1% (386 of 20736) |            | Elapsed Time: 2:04:34 ETA:  4 days, 13:28:02
  1% (387 of 20736) |            | Elapsed Time: 2:04:35 ETA:  4 days, 13:10:54
  1% (389 of 20736) |            | Elapsed Time: 2:04:35 ETA:  4 days, 12:36:45
  1% (390 of 20736) |            | Elapsed Time: 2:04:35 ETA:  4 days, 12:19:52
  1% (391 of 20736) |            | Elapsed Time: 2:04:35 ETA:  4 days, 12:03:03
  1% (392 of 20736) |            | Elapsed Time: 2:04:35 ETA:  4 days, 11:46:19
  1% (393 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 11:29:42
  1% (394 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 11:13:09
  1% (395 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 10:56:41
  1% (396 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 10:40:21
  1% (397 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 10:24:02
  1% (398 of 20736) |            | Elapsed Time: 2:04:36 ETA:  4 days, 10:07:52
  1% (399 of 20736) |             | Elapsed Time: 2:04:37 ETA:  4 days, 9:51:46
  1% (400 of 20736) |             | Elapsed Time: 2:04:37 ETA:  4 days, 9:35:42
  1% (401 of 20736) |             | Elapsed Time: 2:04:37 ETA:  4 days, 9:19:45
  1% (402 of 20736) |             | Elapsed Time: 2:04:37 ETA:  4 days, 9:03:57
  1% (403 of 20736) |             | Elapsed Time: 2:04:37 ETA:  4 days, 8:48:11
  1% (404 of 20736) |             | Elapsed Time: 2:04:38 ETA:  4 days, 8:32:33
  1% (405 of 20736) |             | Elapsed Time: 2:04:38 ETA:  4 days, 8:17:04
  1% (408 of 20736) |             | Elapsed Time: 2:04:38 ETA:  4 days, 7:30:16
  1% (410 of 20736) |             | Elapsed Time: 2:04:38 ETA:  4 days, 6:59:27
  1% (411 of 20736) |             | Elapsed Time: 2:04:38 ETA:  4 days, 6:44:12
  1% (413 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 6:13:52
  1% (414 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 5:58:54
  2% (416 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 5:28:58
  2% (418 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 4:59:22
  2% (419 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 4:44:42
  2% (420 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 4:30:10
  2% (421 of 20736) |             | Elapsed Time: 2:04:39 ETA:  4 days, 4:15:39
  2% (422 of 20736) |             | Elapsed Time: 2:04:40 ETA:  4 days, 4:01:14
  2% (423 of 20736) |             | Elapsed Time: 2:04:40 ETA:  4 days, 3:46:58
  2% (425 of 20736) |             | Elapsed Time: 2:04:40 ETA:  4 days, 3:18:22
  2% (426 of 20736) |             | Elapsed Time: 2:04:40 ETA:  4 days, 3:04:16
  2% (427 of 20736) |             | Elapsed Time: 2:04:41 ETA:  4 days, 2:50:12
  2% (428 of 20736) |             | Elapsed Time: 2:04:41 ETA:  4 days, 2:36:12
  2% (429 of 20736) |             | Elapsed Time: 2:04:41 ETA:  4 days, 2:22:19
  2% (430 of 20736) |             | Elapsed Time: 2:04:41 ETA:  4 days, 2:08:27
  2% (431 of 20736) |             | Elapsed Time: 2:04:41 ETA:  4 days, 1:54:43
  2% (432 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 1:41:04
  2% (434 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 1:13:36
  2% (435 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 1:00:00
  2% (437 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 0:32:56
  2% (438 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 0:19:32
  2% (439 of 20736) |             | Elapsed Time: 2:04:42 ETA:  4 days, 0:06:10
  2% (440 of 20736) |            | Elapsed Time: 2:04:43 ETA:  3 days, 23:52:55
  2% (441 of 20736) |            | Elapsed Time: 2:04:43 ETA:  3 days, 23:39:51
  2% (443 of 20736) |            | Elapsed Time: 2:04:43 ETA:  3 days, 23:13:31
  2% (444 of 20736) |            | Elapsed Time: 2:04:43 ETA:  3 days, 23:00:31
  2% (446 of 20736) |            | Elapsed Time: 2:04:44 ETA:  3 days, 22:34:36
  2% (447 of 20736) |            | Elapsed Time: 2:04:44 ETA:  3 days, 22:21:46
  2% (448 of 20736) |            | Elapsed Time: 2:04:44 ETA:  3 days, 22:08:59
  2% (449 of 20736) |            | Elapsed Time: 2:04:44 ETA:  3 days, 21:56:18
  2% (450 of 20736) |            | Elapsed Time: 2:04:44 ETA:  3 days, 21:43:43
  2% (452 of 20736) |            | Elapsed Time: 2:04:45 ETA:  3 days, 21:18:28
  2% (453 of 20736) |            | Elapsed Time: 2:04:45 ETA:  3 days, 21:06:01
  2% (454 of 20736) |            | Elapsed Time: 2:04:45 ETA:  3 days, 20:53:35
  2% (455 of 20736) |            | Elapsed Time: 2:04:45 ETA:  3 days, 20:41:14
  2% (456 of 20736) |            | Elapsed Time: 2:04:46 ETA:  3 days, 20:28:58
  2% (457 of 20736) |            | Elapsed Time: 2:04:46 ETA:  3 days, 20:16:43
  2% (458 of 20736) |            | Elapsed Time: 2:04:46 ETA:  3 days, 20:04:35
  2% (459 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 19:52:33
  2% (461 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 19:28:13
  2% (462 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 19:16:12
  2% (463 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 19:04:11
  2% (464 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 18:52:16
  2% (465 of 20736) |            | Elapsed Time: 2:04:47 ETA:  3 days, 18:40:27
  2% (466 of 20736) |            | Elapsed Time: 2:04:48 ETA:  3 days, 18:28:37
  2% (467 of 20736) |            | Elapsed Time: 2:04:48 ETA:  3 days, 18:16:51
  2% (468 of 20736) |            | Elapsed Time: 2:04:48 ETA:  3 days, 18:05:13
  2% (469 of 20736) |            | Elapsed Time: 2:04:48 ETA:  3 days, 17:53:31
  2% (470 of 20736) |            | Elapsed Time: 2:04:48 ETA:  3 days, 17:41:55
  2% (471 of 20736) |            | Elapsed Time: 2:04:49 ETA:  3 days, 17:30:23
  2% (472 of 20736) |            | Elapsed Time: 2:04:49 ETA:  3 days, 17:18:52
  2% (473 of 20736) |            | Elapsed Time: 2:04:49 ETA:  3 days, 17:07:26
  2% (474 of 20736) |            | Elapsed Time: 2:04:49 ETA:  3 days, 16:56:04
  2% (475 of 20736) |            | Elapsed Time: 2:04:50 ETA:  3 days, 16:44:44
  2% (476 of 20736) |            | Elapsed Time: 2:04:50 ETA:  3 days, 16:33:29
  2% (477 of 20736) |            | Elapsed Time: 2:04:50 ETA:  3 days, 16:22:26
  2% (478 of 20736) |            | Elapsed Time: 2:04:50 ETA:  3 days, 16:11:14
  2% (479 of 20736) |            | Elapsed Time: 2:04:51 ETA:  3 days, 16:00:06
  2% (480 of 20736) |            | Elapsed Time: 2:04:51 ETA:  3 days, 15:49:04
  2% (481 of 20736) |            | Elapsed Time: 2:04:51 ETA:  3 days, 15:38:02
  2% (482 of 20736) |            | Elapsed Time: 2:04:52 ETA:  3 days, 15:27:05
  2% (483 of 20736) |            | Elapsed Time: 2:04:52 ETA:  3 days, 15:16:13
  2% (484 of 20736) |            | Elapsed Time: 2:04:52 ETA:  3 days, 15:05:28
  2% (485 of 20736) |            | Elapsed Time: 2:04:53 ETA:  3 days, 14:54:46
  2% (486 of 20736) |            | Elapsed Time: 2:04:53 ETA:  3 days, 14:44:06
  2% (489 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 14:11:31
  2% (491 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 13:50:01
  2% (493 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 13:28:43
  2% (494 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 13:18:11
  2% (495 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 13:07:43
  2% (497 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 12:46:44
  2% (498 of 20736) |            | Elapsed Time: 2:04:54 ETA:  3 days, 12:36:20
  2% (500 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 12:15:38
  2% (501 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 12:05:24
  2% (503 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 11:44:58
  2% (504 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 11:34:53
  2% (506 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 11:14:42
  2% (507 of 20736) |            | Elapsed Time: 2:04:55 ETA:  3 days, 11:04:43
  2% (509 of 20736) |            | Elapsed Time: 2:04:56 ETA:  3 days, 10:44:47
  2% (510 of 20736) |            | Elapsed Time: 2:04:56 ETA:  3 days, 10:34:57
  2% (511 of 20736) |            | Elapsed Time: 2:04:56 ETA:  3 days, 10:25:07
  2% (512 of 20736) |            | Elapsed Time: 2:04:56 ETA:  3 days, 10:15:23
  2% (513 of 20736) |            | Elapsed Time: 2:04:57 ETA:  3 days, 10:05:47
  2% (515 of 20736) |             | Elapsed Time: 2:04:57 ETA:  3 days, 9:46:15
  2% (516 of 20736) |             | Elapsed Time: 2:04:57 ETA:  3 days, 9:36:34
  2% (518 of 20736) |             | Elapsed Time: 2:04:57 ETA:  3 days, 9:17:18
  2% (519 of 20736) |             | Elapsed Time: 2:04:57 ETA:  3 days, 9:07:47
  2% (520 of 20736) |             | Elapsed Time: 2:04:57 ETA:  3 days, 8:58:16
  2% (521 of 20736) |             | Elapsed Time: 2:04:58 ETA:  3 days, 8:48:50
  2% (522 of 20736) |             | Elapsed Time: 2:04:58 ETA:  3 days, 8:39:28
  2% (524 of 20736) |             | Elapsed Time: 2:04:58 ETA:  3 days, 8:20:37
  2% (525 of 20736) |             | Elapsed Time: 2:04:58 ETA:  3 days, 8:11:18
  2% (526 of 20736) |             | Elapsed Time: 2:04:58 ETA:  3 days, 8:02:02
  2% (527 of 20736) |             | Elapsed Time: 2:04:59 ETA:  3 days, 7:52:48
  2% (528 of 20736) |             | Elapsed Time: 2:04:59 ETA:  3 days, 7:43:37
  2% (529 of 20736) |             | Elapsed Time: 2:04:59 ETA:  3 days, 7:34:27
  2% (530 of 20736) |             | Elapsed Time: 2:04:59 ETA:  3 days, 7:25:27
  2% (531 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 7:16:25
  2% (532 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 7:07:18
  2% (533 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 6:58:16
  2% (534 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 6:49:18
  2% (535 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 6:40:19
  2% (536 of 20736) |             | Elapsed Time: 2:05:00 ETA:  3 days, 6:31:25
  2% (537 of 20736) |             | Elapsed Time: 2:05:01 ETA:  3 days, 6:22:36
  2% (538 of 20736) |             | Elapsed Time: 2:05:01 ETA:  3 days, 6:13:45
  2% (539 of 20736) |             | Elapsed Time: 2:05:01 ETA:  3 days, 6:05:00
  2% (540 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:56:18
  2% (542 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:38:40
  2% (543 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:29:58
  2% (544 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:21:15
  2% (545 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:12:37
  2% (546 of 20736) |             | Elapsed Time: 2:05:02 ETA:  3 days, 5:04:02
  2% (547 of 20736) |             | Elapsed Time: 2:05:03 ETA:  3 days, 4:55:27
  2% (548 of 20736) |             | Elapsed Time: 2:05:03 ETA:  3 days, 4:46:56
  2% (549 of 20736) |             | Elapsed Time: 2:05:03 ETA:  3 days, 4:38:28
  2% (551 of 20736) |             | Elapsed Time: 2:05:03 ETA:  3 days, 4:21:28
  2% (552 of 20736) |             | Elapsed Time: 2:05:03 ETA:  3 days, 4:13:05
  2% (553 of 20736) |             | Elapsed Time: 2:05:04 ETA:  3 days, 4:04:43
  2% (554 of 20736) |             | Elapsed Time: 2:05:04 ETA:  3 days, 3:56:29
  2% (555 of 20736) |             | Elapsed Time: 2:05:04 ETA:  3 days, 3:48:15
  2% (556 of 20736) |             | Elapsed Time: 2:05:05 ETA:  3 days, 3:39:59
  2% (557 of 20736) |             | Elapsed Time: 2:05:05 ETA:  3 days, 3:31:49
  2% (558 of 20736) |             | Elapsed Time: 2:05:05 ETA:  3 days, 3:23:46
  2% (559 of 20736) |             | Elapsed Time: 2:05:06 ETA:  3 days, 3:15:34
  2% (560 of 20736) |             | Elapsed Time: 2:05:06 ETA:  3 days, 3:07:27
  2% (561 of 20736) |             | Elapsed Time: 2:05:06 ETA:  3 days, 2:59:23
  2% (562 of 20736) |             | Elapsed Time: 2:05:07 ETA:  3 days, 2:51:19
  2% (563 of 20736) |             | Elapsed Time: 2:05:07 ETA:  3 days, 2:43:21
  2% (564 of 20736) |             | Elapsed Time: 2:05:07 ETA:  3 days, 2:35:26
  2% (565 of 20736) |             | Elapsed Time: 2:05:08 ETA:  3 days, 2:27:28
  2% (566 of 20736) |             | Elapsed Time: 2:05:08 ETA:  3 days, 2:19:36
  2% (567 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 2:11:48
  2% (570 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 1:47:47
  2% (573 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 1:24:03
  2% (575 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 1:08:24
  2% (576 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 1:00:39
  2% (579 of 20736) |             | Elapsed Time: 2:05:09 ETA:  3 days, 0:37:25
  2% (581 of 20736) |             | Elapsed Time: 2:05:10 ETA:  3 days, 0:22:06
  2% (582 of 20736) |             | Elapsed Time: 2:05:10 ETA:  3 days, 0:14:33
  2% (584 of 20736) |            | Elapsed Time: 2:05:10 ETA:  2 days, 23:59:25
  2% (585 of 20736) |            | Elapsed Time: 2:05:10 ETA:  2 days, 23:51:57
  2% (587 of 20736) |            | Elapsed Time: 2:05:10 ETA:  2 days, 23:36:56
  2% (588 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 23:29:31
  2% (589 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 23:22:05
  2% (590 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 23:14:42
  2% (591 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 23:07:24
  2% (592 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 23:00:04
  2% (593 of 20736) |            | Elapsed Time: 2:05:11 ETA:  2 days, 22:52:46
  2% (594 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 22:45:33
  2% (597 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 22:23:41
  2% (599 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 22:09:14
  2% (600 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 22:02:05
  2% (601 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 21:54:57
  2% (602 of 20736) |            | Elapsed Time: 2:05:12 ETA:  2 days, 21:47:53
  2% (603 of 20736) |            | Elapsed Time: 2:05:13 ETA:  2 days, 21:40:54
  2% (605 of 20736) |            | Elapsed Time: 2:05:13 ETA:  2 days, 21:26:44
  2% (606 of 20736) |            | Elapsed Time: 2:05:13 ETA:  2 days, 21:19:45
  2% (607 of 20736) |            | Elapsed Time: 2:05:13 ETA:  2 days, 21:12:45
  2% (608 of 20736) |            | Elapsed Time: 2:05:13 ETA:  2 days, 21:05:48
  2% (609 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:58:52
  2% (611 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:45:01
  2% (612 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:38:10
  2% (614 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:24:26
  2% (615 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:17:37
  2% (617 of 20736) |            | Elapsed Time: 2:05:14 ETA:  2 days, 20:04:03
  2% (618 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:57:21
  2% (619 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:50:38
  2% (620 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:43:57
  2% (621 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:37:17
  3% (624 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:17:17
  3% (626 of 20736) |            | Elapsed Time: 2:05:15 ETA:  2 days, 19:04:03
  3% (628 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:50:55
  3% (629 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:44:25
  3% (630 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:37:57
  3% (632 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:24:59
  3% (633 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:18:35
  3% (634 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:12:10
  3% (635 of 20736) |            | Elapsed Time: 2:05:16 ETA:  2 days, 18:05:47
  3% (636 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:59:26
  3% (637 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:53:06
  3% (638 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:46:48
  3% (639 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:40:32
  3% (641 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:27:58
  3% (642 of 20736) |            | Elapsed Time: 2:05:17 ETA:  2 days, 17:21:45
  3% (643 of 20736) |            | Elapsed Time: 2:05:18 ETA:  2 days, 17:15:32
  3% (644 of 20736) |            | Elapsed Time: 2:05:18 ETA:  2 days, 17:09:20
  3% (645 of 20736) |            | Elapsed Time: 2:05:18 ETA:  2 days, 17:03:11
  3% (646 of 20736) |            | Elapsed Time: 2:05:18 ETA:  2 days, 16:57:02
  3% (647 of 20736) |            | Elapsed Time: 2:05:18 ETA:  2 days, 16:50:57
  3% (648 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 16:44:54
  3% (652 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 16:20:21
  3% (654 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 16:08:14
  3% (656 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 15:56:11
  3% (658 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 15:44:12
  3% (661 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 15:26:20
  3% (663 of 20736) |            | Elapsed Time: 2:05:19 ETA:  2 days, 15:14:33
  3% (665 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 15:02:49
  3% (666 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:57:01
  3% (668 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:45:23
  3% (669 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:39:38
  3% (671 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:28:07
  3% (672 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:22:26
  3% (674 of 20736) |            | Elapsed Time: 2:05:20 ETA:  2 days, 14:11:04
  3% (675 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 14:05:25
  3% (678 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 13:48:27
  3% (681 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 13:31:39
  3% (683 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 13:20:33
  3% (684 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 13:15:04
  3% (686 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 13:04:02
  3% (688 of 20736) |            | Elapsed Time: 2:05:21 ETA:  2 days, 12:53:05
  3% (690 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:42:15
  3% (691 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:36:51
  3% (692 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:31:29
  3% (693 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:26:10
  3% (695 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:15:27
  3% (696 of 20736) |            | Elapsed Time: 2:05:22 ETA:  2 days, 12:10:08
  3% (698 of 20736) |            | Elapsed Time: 2:05:23 ETA:  2 days, 11:59:32
  3% (699 of 20736) |            | Elapsed Time: 2:05:23 ETA:  2 days, 11:54:17
  3% (700 of 20736) |            | Elapsed Time: 2:05:23 ETA:  2 days, 11:49:02
  3% (701 of 20736) |            | Elapsed Time: 2:05:23 ETA:  2 days, 11:43:49
  3% (702 of 20736) |            | Elapsed Time: 2:05:23 ETA:  2 days, 11:38:39
  3% (705 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 11:22:59
  3% (707 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 11:12:38
  3% (708 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 11:07:31
  3% (710 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 10:57:16
  3% (711 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 10:52:12
  3% (713 of 20736) |            | Elapsed Time: 2:05:24 ETA:  2 days, 10:42:01
  3% (714 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:36:59
  3% (715 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:31:57
  3% (716 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:26:56
  3% (717 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:21:57
  3% (718 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:16:58
  3% (719 of 20736) |            | Elapsed Time: 2:05:25 ETA:  2 days, 10:12:03
  3% (720 of 20736) |            | Elapsed Time: 2:05:26 ETA:  2 days, 10:07:07
  3% (721 of 20736) |            | Elapsed Time: 2:05:26 ETA:  2 days, 10:02:09
  3% (722 of 20736) |             | Elapsed Time: 2:05:26 ETA:  2 days, 9:57:12
  3% (723 of 20736) |             | Elapsed Time: 2:05:26 ETA:  2 days, 9:52:17
  3% (724 of 20736) |             | Elapsed Time: 2:05:26 ETA:  2 days, 9:47:24
  3% (725 of 20736) |             | Elapsed Time: 2:05:26 ETA:  2 days, 9:42:31
  3% (726 of 20736) |             | Elapsed Time: 2:05:27 ETA:  2 days, 9:37:44
  3% (727 of 20736) |             | Elapsed Time: 2:05:27 ETA:  2 days, 9:32:53
  3% (728 of 20736) |             | Elapsed Time: 2:05:27 ETA:  2 days, 9:28:05
  3% (729 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 9:23:22
  3% (734 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:59:07
  3% (737 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:44:46
  3% (739 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:35:16
  3% (741 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:25:49
  3% (744 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:11:44
  3% (746 of 20736) |             | Elapsed Time: 2:05:28 ETA:  2 days, 8:02:25
  3% (747 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:57:49
  3% (750 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:43:57
  3% (752 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:34:47
  3% (753 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:30:16
  3% (754 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:25:44
  3% (755 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:21:13
  3% (756 of 20736) |             | Elapsed Time: 2:05:29 ETA:  2 days, 7:16:44
  3% (759 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 7:03:11
  3% (762 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:49:45
  3% (764 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:40:53
  3% (765 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:36:29
  3% (768 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:23:17
  3% (770 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:14:33
  3% (771 of 20736) |             | Elapsed Time: 2:05:30 ETA:  2 days, 6:10:13
  3% (773 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 6:01:35
  3% (774 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 5:57:18
  3% (776 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 5:48:42
  3% (777 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 5:44:27
  3% (778 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 5:40:12
  3% (779 of 20736) |             | Elapsed Time: 2:05:31 ETA:  2 days, 5:35:57
  3% (780 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:31:45
  3% (781 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:27:33
  3% (782 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:23:22
  3% (783 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:19:13
  3% (785 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:10:48
  3% (786 of 20736) |             | Elapsed Time: 2:05:32 ETA:  2 days, 5:06:38
  3% (788 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:58:18
  3% (789 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:54:10
  3% (791 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:45:55
  3% (792 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:41:51
  3% (794 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:33:38
  3% (795 of 20736) |             | Elapsed Time: 2:05:33 ETA:  2 days, 4:29:34
  3% (796 of 20736) |             | Elapsed Time: 2:05:34 ETA:  2 days, 4:25:31
  3% (797 of 20736) |             | Elapsed Time: 2:05:34 ETA:  2 days, 4:21:27
  3% (798 of 20736) |             | Elapsed Time: 2:05:34 ETA:  2 days, 4:17:29
  3% (799 of 20736) |             | Elapsed Time: 2:05:34 ETA:  2 days, 4:13:30
  3% (800 of 20736) |             | Elapsed Time: 2:05:34 ETA:  2 days, 4:09:31
  3% (801 of 20736) |             | Elapsed Time: 2:05:35 ETA:  2 days, 4:05:34
  3% (802 of 20736) |             | Elapsed Time: 2:05:35 ETA:  2 days, 4:01:33
  3% (803 of 20736) |             | Elapsed Time: 2:05:35 ETA:  2 days, 3:57:34
  3% (804 of 20736) |             | Elapsed Time: 2:05:35 ETA:  2 days, 3:53:37
  3% (805 of 20736) |             | Elapsed Time: 2:05:35 ETA:  2 days, 3:49:40
  3% (806 of 20736) |             | Elapsed Time: 2:05:36 ETA:  2 days, 3:45:44
  3% (807 of 20736) |             | Elapsed Time: 2:05:36 ETA:  2 days, 3:41:51
  3% (808 of 20736) |             | Elapsed Time: 2:05:36 ETA:  2 days, 3:37:57
  3% (809 of 20736) |             | Elapsed Time: 2:05:36 ETA:  2 days, 3:34:05
  3% (810 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 3:30:15
  3% (814 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 3:14:29
  3% (817 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 3:02:47
  3% (819 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 2:55:04
  3% (822 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 2:43:30
  3% (824 of 20736) |             | Elapsed Time: 2:05:37 ETA:  2 days, 2:35:52
  3% (825 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:32:06
  3% (827 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:24:34
  3% (828 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:20:49
  4% (830 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:13:17
  4% (831 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:09:35
  4% (832 of 20736) |             | Elapsed Time: 2:05:38 ETA:  2 days, 2:05:52
  4% (833 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 2:02:10
  4% (834 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 1:58:29
  4% (835 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 1:54:47
  4% (836 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 1:51:07
  4% (837 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 1:47:31
  4% (840 of 20736) |             | Elapsed Time: 2:05:39 ETA:  2 days, 1:36:27
  4% (843 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 1:25:29
  4% (845 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 1:18:14
  4% (846 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 1:14:39
  4% (849 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 1:03:51
  4% (851 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 0:56:42
  4% (852 of 20736) |             | Elapsed Time: 2:05:40 ETA:  2 days, 0:53:09
  4% (854 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:46:04
  4% (855 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:42:34
  4% (857 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:35:31
  4% (858 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:32:01
  4% (859 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:28:31
  4% (860 of 20736) |             | Elapsed Time: 2:05:41 ETA:  2 days, 0:25:03
  4% (861 of 20736) |             | Elapsed Time: 2:05:42 ETA:  2 days, 0:21:36
  4% (862 of 20736) |             | Elapsed Time: 2:05:42 ETA:  2 days, 0:18:09
  4% (863 of 20736) |             | Elapsed Time: 2:05:42 ETA:  2 days, 0:14:42
  4% (864 of 20736) |             | Elapsed Time: 2:05:42 ETA:  2 days, 0:11:18
  4% (867 of 20736) |             | Elapsed Time: 2:05:42 ETA:  2 days, 0:00:56
  4% (869 of 20736) |             | Elapsed Time: 2:05:42 ETA:  1 day, 23:54:04
  4% (870 of 20736) |             | Elapsed Time: 2:05:43 ETA:  1 day, 23:50:41
  4% (872 of 20736) |             | Elapsed Time: 2:05:43 ETA:  1 day, 23:43:53
  4% (873 of 20736) |             | Elapsed Time: 2:05:43 ETA:  1 day, 23:40:33
  4% (875 of 20736) |             | Elapsed Time: 2:05:43 ETA:  1 day, 23:33:47
  4% (876 of 20736) |             | Elapsed Time: 2:05:43 ETA:  1 day, 23:30:27
  4% (878 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:23:46
  4% (879 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:20:27
  4% (880 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:17:08
  4% (881 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:13:49
  4% (882 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:10:34
  4% (884 of 20736) |             | Elapsed Time: 2:05:44 ETA:  1 day, 23:03:57
  4% (885 of 20736) |             | Elapsed Time: 2:05:45 ETA:  1 day, 23:00:43
  4% (886 of 20736) |             | Elapsed Time: 2:05:45 ETA:  1 day, 22:57:26
  4% (887 of 20736) |             | Elapsed Time: 2:05:45 ETA:  1 day, 22:54:12
  4% (888 of 20736) |             | Elapsed Time: 2:05:45 ETA:  1 day, 22:50:59
  4% (889 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:47:47
  4% (890 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:44:34
  4% (891 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:41:21
  4% (895 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:28:18
  4% (897 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:21:51
  4% (900 of 20736) |             | Elapsed Time: 2:05:46 ETA:  1 day, 22:12:14
  4% (903 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 22:02:39
  4% (906 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 21:53:09
  4% (908 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 21:46:51
  4% (909 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 21:43:45
  4% (912 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 21:34:23
  4% (914 of 20736) |             | Elapsed Time: 2:05:47 ETA:  1 day, 21:28:12
  4% (915 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 21:25:08
  4% (916 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 21:22:03
  4% (917 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 21:19:00
  4% (918 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 21:15:59
  4% (921 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 21:06:45
  4% (924 of 20736) |             | Elapsed Time: 2:05:48 ETA:  1 day, 20:57:38
  4% (926 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:51:36
  4% (927 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:48:38
  4% (929 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:42:37
  4% (930 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:39:38
  4% (932 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:33:41
  4% (933 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:30:45
  4% (934 of 20736) |             | Elapsed Time: 2:05:49 ETA:  1 day, 20:27:48
  4% (935 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:24:52
  4% (936 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:21:58
  4% (938 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:16:05
  4% (939 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:13:11
  4% (940 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:10:15
  4% (941 of 20736) |             | Elapsed Time: 2:05:50 ETA:  1 day, 20:07:21
  4% (942 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 20:04:28
  4% (943 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 20:01:34
  4% (944 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 19:58:42
  4% (945 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 19:55:52
  4% (948 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 19:47:11
  4% (950 of 20736) |             | Elapsed Time: 2:05:51 ETA:  1 day, 19:41:27
  4% (951 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:38:36
  4% (952 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:35:46
  4% (953 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:32:56
  4% (954 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:30:08
  4% (956 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:24:27
  4% (957 of 20736) |             | Elapsed Time: 2:05:52 ETA:  1 day, 19:21:39
  4% (959 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 19:16:02
  4% (960 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 19:13:14
  4% (961 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 19:10:28
  4% (962 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 19:07:41
  4% (963 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 19:04:56
  4% (965 of 20736) |             | Elapsed Time: 2:05:53 ETA:  1 day, 18:59:23
  4% (966 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:56:39
  4% (967 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:53:54
  4% (968 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:51:10
  4% (969 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:48:27
  4% (970 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:45:45
  4% (971 of 20736) |             | Elapsed Time: 2:05:54 ETA:  1 day, 18:43:04
  4% (972 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:40:23
  4% (975 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:32:09
  4% (978 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:23:59
  4% (981 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:15:53
  4% (984 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:07:49
  4% (986 of 20736) |             | Elapsed Time: 2:05:55 ETA:  1 day, 18:02:29
  4% (987 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:59:53
  4% (989 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:54:35
  4% (990 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:51:57
  4% (992 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:46:41
  4% (993 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:44:04
  4% (995 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:38:48
  4% (997 of 20736) |             | Elapsed Time: 2:05:56 ETA:  1 day, 17:33:36
  4% (999 of 20736) |             | Elapsed Time: 2:05:57 ETA:  1 day, 17:28:26
  4% (1003 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 17:18:02
  4% (1005 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 17:12:54
  4% (1007 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 17:07:47
  4% (1009 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 17:02:41
  4% (1011 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 16:57:36
  4% (1013 of 20736) |            | Elapsed Time: 2:05:57 ETA:  1 day, 16:52:33
  4% (1014 of 20736) |            | Elapsed Time: 2:05:58 ETA:  1 day, 16:50:02
  4% (1016 of 20736) |            | Elapsed Time: 2:05:58 ETA:  1 day, 16:45:02
  4% (1017 of 20736) |            | Elapsed Time: 2:05:58 ETA:  1 day, 16:42:34
  4% (1019 of 20736) |            | Elapsed Time: 2:05:58 ETA:  1 day, 16:37:35
  4% (1020 of 20736) |            | Elapsed Time: 2:05:58 ETA:  1 day, 16:35:07
  4% (1022 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:30:10
  4% (1023 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:27:43
  4% (1024 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:25:16
  4% (1025 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:22:49
  4% (1026 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:20:26
  4% (1029 of 20736) |            | Elapsed Time: 2:05:59 ETA:  1 day, 16:13:03
  4% (1031 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 16:08:11
  4% (1032 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 16:05:45
  4% (1034 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 16:00:56
  4% (1035 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 15:58:32
  5% (1037 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 15:53:44
  5% (1038 of 20736) |            | Elapsed Time: 2:06:00 ETA:  1 day, 15:51:21
  5% (1040 of 20736) |            | Elapsed Time: 2:06:01 ETA:  1 day, 15:46:35
  5% (1041 of 20736) |            | Elapsed Time: 2:06:01 ETA:  1 day, 15:44:13
  5% (1042 of 20736) |            | Elapsed Time: 2:06:01 ETA:  1 day, 15:41:51
  5% (1043 of 20736) |            | Elapsed Time: 2:06:01 ETA:  1 day, 15:39:30
  5% (1044 of 20736) |            | Elapsed Time: 2:06:01 ETA:  1 day, 15:37:10
  5% (1046 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:32:27
  5% (1047 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:30:08
  5% (1048 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:27:48
  5% (1049 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:25:28
  5% (1050 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:23:10
  5% (1051 of 20736) |            | Elapsed Time: 2:06:02 ETA:  1 day, 15:20:51
  5% (1052 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 15:18:33
  5% (1053 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 15:16:15
  5% (1058 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 15:04:34
  5% (1061 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 14:57:37
  5% (1062 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 14:55:20
  5% (1066 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 14:46:08
  5% (1068 of 20736) |            | Elapsed Time: 2:06:03 ETA:  1 day, 14:41:35
  5% (1070 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:37:03
  5% (1071 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:34:49
  5% (1074 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:28:03
  5% (1076 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:23:34
  5% (1077 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:21:21
  5% (1078 of 20736) |            | Elapsed Time: 2:06:04 ETA:  1 day, 14:19:08
  5% (1079 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 14:16:57
  5% (1080 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 14:14:46
  5% (1083 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 14:08:06
  5% (1085 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 14:03:41
  5% (1086 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 14:01:30
  5% (1088 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 13:57:08
  5% (1089 of 20736) |            | Elapsed Time: 2:06:05 ETA:  1 day, 13:54:58
  5% (1092 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:48:25
  5% (1094 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:44:05
  5% (1095 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:41:56
  5% (1096 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:39:47
  5% (1097 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:37:39
  5% (1098 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:35:32
  5% (1100 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:31:15
  5% (1101 of 20736) |            | Elapsed Time: 2:06:06 ETA:  1 day, 13:29:08
  5% (1103 of 20736) |            | Elapsed Time: 2:06:07 ETA:  1 day, 13:24:53
  5% (1104 of 20736) |            | Elapsed Time: 2:06:07 ETA:  1 day, 13:22:48
  5% (1105 of 20736) |            | Elapsed Time: 2:06:07 ETA:  1 day, 13:20:42
  5% (1106 of 20736) |            | Elapsed Time: 2:06:07 ETA:  1 day, 13:18:37
  5% (1107 of 20736) |            | Elapsed Time: 2:06:07 ETA:  1 day, 13:16:33
  5% (1110 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 13:10:13
  5% (1112 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 13:06:01
  5% (1113 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 13:03:56
  5% (1115 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 12:59:47
  5% (1116 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 12:57:45
  5% (1118 of 20736) |            | Elapsed Time: 2:06:08 ETA:  1 day, 12:53:36
  5% (1119 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:51:33
  5% (1120 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:49:30
  5% (1121 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:47:27
  5% (1122 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:45:26
  5% (1123 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:43:23
  5% (1124 of 20736) |            | Elapsed Time: 2:06:09 ETA:  1 day, 12:41:22
  5% (1125 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:39:21
  5% (1127 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:35:17
  5% (1128 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:33:16
  5% (1129 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:31:15
  5% (1130 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:29:15
  5% (1131 of 20736) |            | Elapsed Time: 2:06:10 ETA:  1 day, 12:27:17
  5% (1132 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:25:17
  5% (1133 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:23:18
  5% (1134 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:21:20
  5% (1139 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:11:14
  5% (1142 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:05:14
  5% (1144 of 20736) |            | Elapsed Time: 2:06:11 ETA:  1 day, 12:01:15
  5% (1147 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:55:18
  5% (1149 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:51:23
  5% (1151 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:47:28
  5% (1152 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:45:32
  5% (1155 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:39:40
  5% (1157 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:35:48
  5% (1158 of 20736) |            | Elapsed Time: 2:06:12 ETA:  1 day, 11:33:53
  5% (1160 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:30:03
  5% (1161 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:28:09
  5% (1165 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:20:27
  5% (1167 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:16:39
  5% (1169 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:12:51
  5% (1170 of 20736) |            | Elapsed Time: 2:06:13 ETA:  1 day, 11:10:58
  5% (1172 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 11:07:11
  5% (1174 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 11:03:25
  5% (1176 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 10:59:42
  5% (1177 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 10:57:50
  5% (1178 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 10:55:59
  5% (1179 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 10:54:09
  5% (1181 of 20736) |            | Elapsed Time: 2:06:14 ETA:  1 day, 10:50:26
  5% (1182 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:48:35
  5% (1184 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:44:54
  5% (1185 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:43:05
  5% (1186 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:41:15
  5% (1187 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:39:27
  5% (1188 of 20736) |            | Elapsed Time: 2:06:15 ETA:  1 day, 10:37:39
  5% (1190 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:33:58
  5% (1192 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:30:19
  5% (1194 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:26:42
  5% (1195 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:24:54
  5% (1196 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:23:06
  5% (1197 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:21:18
  5% (1199 of 20736) |            | Elapsed Time: 2:06:16 ETA:  1 day, 10:17:42
  5% (1200 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:15:55
  5% (1202 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:12:20
  5% (1203 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:10:34
  5% (1204 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:08:47
  5% (1205 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:07:03
  5% (1206 of 20736) |            | Elapsed Time: 2:06:17 ETA:  1 day, 10:05:18
  5% (1208 of 20736) |            | Elapsed Time: 2:06:18 ETA:  1 day, 10:01:45
  5% (1209 of 20736) |            | Elapsed Time: 2:06:18 ETA:  1 day, 10:00:00
  5% (1210 of 20736) |             | Elapsed Time: 2:06:18 ETA:  1 day, 9:58:15
  5% (1211 of 20736) |             | Elapsed Time: 2:06:18 ETA:  1 day, 9:56:31
  5% (1212 of 20736) |             | Elapsed Time: 2:06:18 ETA:  1 day, 9:54:47
  5% (1213 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:53:03
  5% (1214 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:51:19
  5% (1215 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:49:36
  5% (1220 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:40:48
  5% (1223 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:35:34
  5% (1224 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:33:50
  5% (1227 of 20736) |             | Elapsed Time: 2:06:19 ETA:  1 day, 9:28:38
  5% (1230 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:23:28
  5% (1232 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:20:04
  5% (1233 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:18:23
  5% (1236 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:13:17
  5% (1238 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:09:53
  5% (1239 of 20736) |             | Elapsed Time: 2:06:20 ETA:  1 day, 9:08:13
  5% (1240 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 9:06:33
  5% (1241 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 9:04:54
  5% (1242 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 9:03:15
  6% (1245 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 8:58:13
  6% (1247 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 8:54:52
  6% (1248 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 8:53:13
  6% (1250 of 20736) |             | Elapsed Time: 2:06:21 ETA:  1 day, 8:49:53
  6% (1251 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:48:15
  6% (1254 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:43:17
  6% (1256 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:39:59
  6% (1257 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:38:22
  6% (1259 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:35:07
  6% (1260 of 20736) |             | Elapsed Time: 2:06:22 ETA:  1 day, 8:33:30
  6% (1262 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:30:15
  6% (1263 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:28:38
  6% (1264 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:27:01
  6% (1265 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:25:24
  6% (1266 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:23:48
  6% (1267 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:22:12
  6% (1268 of 20736) |             | Elapsed Time: 2:06:23 ETA:  1 day, 8:20:37
  6% (1269 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:19:02
  6% (1272 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:14:12
  6% (1274 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:11:00
  6% (1275 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:09:25
  6% (1277 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:06:15
  6% (1278 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:04:41
  6% (1280 of 20736) |             | Elapsed Time: 2:06:24 ETA:  1 day, 8:01:31
  6% (1281 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:59:57
  6% (1282 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:58:23
  6% (1283 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:56:49
  6% (1284 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:55:16
  6% (1285 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:53:44
  6% (1286 of 20736) |             | Elapsed Time: 2:06:25 ETA:  1 day, 7:52:12
  6% (1287 of 20736) |             | Elapsed Time: 2:06:26 ETA:  1 day, 7:50:40
  6% (1289 of 20736) |             | Elapsed Time: 2:06:26 ETA:  1 day, 7:47:34
  6% (1290 of 20736) |             | Elapsed Time: 2:06:26 ETA:  1 day, 7:46:02
  6% (1291 of 20736) |             | Elapsed Time: 2:06:26 ETA:  1 day, 7:44:29
  6% (1292 of 20736) |             | Elapsed Time: 2:06:26 ETA:  1 day, 7:42:58
  6% (1293 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:41:26
  6% (1294 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:39:55
  6% (1295 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:38:24
  6% (1296 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:36:54
  6% (1300 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:30:42
  6% (1303 of 20736) |             | Elapsed Time: 2:06:27 ETA:  1 day, 7:26:06
  6% (1304 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:24:35
  6% (1305 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:23:04
  6% (1308 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:18:29
  6% (1311 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:13:56
  6% (1313 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:10:56
  6% (1314 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:09:26
  6% (1317 of 20736) |             | Elapsed Time: 2:06:28 ETA:  1 day, 7:04:56
  6% (1319 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 7:01:57
  6% (1320 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 7:00:29
  6% (1322 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:57:31
  6% (1323 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:56:04
  6% (1326 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:51:36
  6% (1328 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:48:39
  6% (1330 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:45:43
  6% (1331 of 20736) |             | Elapsed Time: 2:06:29 ETA:  1 day, 6:44:16
  6% (1332 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:42:49
  6% (1335 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:38:26
  6% (1337 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:35:32
  6% (1338 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:34:05
  6% (1340 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:31:12
  6% (1341 of 20736) |             | Elapsed Time: 2:06:30 ETA:  1 day, 6:29:47
  6% (1344 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:25:27
  6% (1346 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:22:36
  6% (1347 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:21:13
  6% (1348 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:19:48
  6% (1349 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:18:23
  6% (1350 of 20736) |             | Elapsed Time: 2:06:31 ETA:  1 day, 6:17:00
  6% (1353 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:12:44
  6% (1355 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:09:55
  6% (1356 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:08:31
  6% (1358 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:05:43
  6% (1359 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:04:20
  6% (1361 of 20736) |             | Elapsed Time: 2:06:32 ETA:  1 day, 6:01:32
  6% (1362 of 20736) |             | Elapsed Time: 2:06:33 ETA:  1 day, 6:00:09
  6% (1364 of 20736) |             | Elapsed Time: 2:06:33 ETA:  1 day, 5:57:23
  6% (1365 of 20736) |             | Elapsed Time: 2:06:33 ETA:  1 day, 5:56:01
  6% (1366 of 20736) |             | Elapsed Time: 2:06:33 ETA:  1 day, 5:54:39
  6% (1367 of 20736) |             | Elapsed Time: 2:06:33 ETA:  1 day, 5:53:18
  6% (1368 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:51:56
  6% (1369 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:50:34
  6% (1370 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:49:12
  6% (1371 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:47:51
  6% (1372 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:46:29
  6% (1373 of 20736) |             | Elapsed Time: 2:06:34 ETA:  1 day, 5:45:08
  6% (1374 of 20736) |             | Elapsed Time: 2:06:35 ETA:  1 day, 5:43:47
  6% (1375 of 20736) |             | Elapsed Time: 2:06:35 ETA:  1 day, 5:42:27
  6% (1376 of 20736) |             | Elapsed Time: 2:06:35 ETA:  1 day, 5:41:07
  6% (1377 of 20736) |             | Elapsed Time: 2:06:35 ETA:  1 day, 5:39:48
  6% (1382 of 20736) |             | Elapsed Time: 2:06:35 ETA:  1 day, 5:32:56
  6% (1385 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:28:51
  6% (1387 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:26:08
  6% (1389 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:23:26
  6% (1392 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:19:24
  6% (1394 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:16:44
  6% (1395 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:15:25
  6% (1397 of 20736) |             | Elapsed Time: 2:06:36 ETA:  1 day, 5:12:45
  6% (1399 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:10:05
  6% (1400 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:08:47
  6% (1401 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:07:28
  6% (1402 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:06:09
  6% (1403 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:04:51
  6% (1404 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 5:03:33
  6% (1407 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 4:59:35
  6% (1410 of 20736) |             | Elapsed Time: 2:06:37 ETA:  1 day, 4:55:39
  6% (1412 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:53:03
  6% (1413 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:51:46
  6% (1416 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:47:52
  6% (1418 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:45:17
  6% (1419 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:44:00
  6% (1421 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:41:27
  6% (1422 of 20736) |             | Elapsed Time: 2:06:38 ETA:  1 day, 4:40:11
  6% (1424 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:37:37
  6% (1425 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:36:21
  6% (1427 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:33:49
  6% (1428 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:32:33
  6% (1429 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:31:18
  6% (1430 of 20736) |             | Elapsed Time: 2:06:39 ETA:  1 day, 4:30:03
  6% (1431 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:28:49
  6% (1434 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:25:02
  6% (1436 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:22:31
  6% (1437 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:21:16
  6% (1438 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:20:02
  6% (1439 of 20736) |             | Elapsed Time: 2:06:40 ETA:  1 day, 4:18:47
  6% (1440 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:17:33
  6% (1442 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:15:03
  6% (1443 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:13:49
  6% (1445 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:11:21
  6% (1446 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:10:08
  6% (1447 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:08:54
  6% (1448 of 20736) |             | Elapsed Time: 2:06:41 ETA:  1 day, 4:07:41
  6% (1449 of 20736) |             | Elapsed Time: 2:06:42 ETA:  1 day, 4:06:29
  6% (1451 of 20736) |             | Elapsed Time: 2:06:42 ETA:  1 day, 4:04:02
  7% (1452 of 20736) |             | Elapsed Time: 2:06:42 ETA:  1 day, 4:02:49
  7% (1453 of 20736) |             | Elapsed Time: 2:06:42 ETA:  1 day, 4:01:36
  7% (1454 of 20736) |             | Elapsed Time: 2:06:42 ETA:  1 day, 4:00:24
  7% (1455 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:59:12
  7% (1456 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:57:59
  7% (1457 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:56:48
  7% (1458 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:55:37
  7% (1462 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:50:42
  7% (1465 of 20736) |             | Elapsed Time: 2:06:43 ETA:  1 day, 3:47:03
  7% (1467 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:44:38
  7% (1470 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:41:00
  7% (1473 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:37:24
  7% (1475 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:35:01
  7% (1476 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:33:50
  7% (1479 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:30:15
  7% (1481 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:27:53
  7% (1482 of 20736) |             | Elapsed Time: 2:06:44 ETA:  1 day, 3:26:43
  7% (1484 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:24:22
  7% (1485 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:23:13
  7% (1488 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:19:41
  7% (1491 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:16:09
  7% (1493 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:13:49
  7% (1494 of 20736) |             | Elapsed Time: 2:06:45 ETA:  1 day, 3:12:40
  7% (1497 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:09:11
  7% (1499 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:06:52
  7% (1500 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:05:44
  7% (1501 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:04:35
  7% (1502 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:03:27
  7% (1503 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:02:19
  7% (1504 of 20736) |             | Elapsed Time: 2:06:46 ETA:  1 day, 3:01:11
  7% (1505 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 3:00:03
  7% (1506 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 2:58:55
  7% (1508 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 2:56:39
  7% (1509 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 2:55:32
  7% (1510 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 2:54:24
  7% (1511 of 20736) |             | Elapsed Time: 2:06:47 ETA:  1 day, 2:53:17
  7% (1512 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:52:12
  7% (1514 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:49:56
  7% (1515 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:48:48
  7% (1517 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:46:33
  7% (1518 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:45:26
  7% (1519 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:44:19
  7% (1520 of 20736) |             | Elapsed Time: 2:06:48 ETA:  1 day, 2:43:12
  7% (1521 of 20736) |             | Elapsed Time: 2:06:49 ETA:  1 day, 2:42:07
  7% (1523 of 20736) |             | Elapsed Time: 2:06:49 ETA:  1 day, 2:39:52
  7% (1524 of 20736) |             | Elapsed Time: 2:06:49 ETA:  1 day, 2:38:46
  7% (1526 of 20736) |             | Elapsed Time: 2:06:49 ETA:  1 day, 2:36:33
  7% (1527 of 20736) |             | Elapsed Time: 2:06:49 ETA:  1 day, 2:35:28
  7% (1528 of 20736) |             | Elapsed Time: 2:06:50 ETA:  1 day, 2:34:23
  7% (1529 of 20736) |             | Elapsed Time: 2:06:50 ETA:  1 day, 2:33:18
  7% (1530 of 20736) |             | Elapsed Time: 2:06:50 ETA:  1 day, 2:32:14
  7% (1532 of 20736) |             | Elapsed Time: 2:06:50 ETA:  1 day, 2:30:02
  7% (1533 of 20736) |             | Elapsed Time: 2:06:50 ETA:  1 day, 2:28:57
  7% (1534 of 20736) |             | Elapsed Time: 2:06:51 ETA:  1 day, 2:27:52
  7% (1535 of 20736) |             | Elapsed Time: 2:06:51 ETA:  1 day, 2:26:48
  7% (1536 of 20736) |             | Elapsed Time: 2:06:51 ETA:  1 day, 2:25:44
  7% (1537 of 20736) |             | Elapsed Time: 2:06:51 ETA:  1 day, 2:24:39
  7% (1538 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:23:36
  7% (1539 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:22:33
  7% (1543 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:18:09
  7% (1546 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:14:52
  7% (1548 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:12:42
  7% (1551 of 20736) |             | Elapsed Time: 2:06:52 ETA:  1 day, 2:09:26
  7% (1554 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 2:06:12
  7% (1556 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 2:04:03
  7% (1557 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 2:03:00
  7% (1560 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 1:59:47
  7% (1562 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 1:57:39
  7% (1563 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 1:56:36
  7% (1565 of 20736) |             | Elapsed Time: 2:06:53 ETA:  1 day, 1:54:29
  7% (1566 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:53:27
  7% (1569 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:50:16
  7% (1571 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:48:09
  7% (1572 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:47:07
  7% (1574 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:45:01
  7% (1575 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:43:59
  7% (1578 of 20736) |             | Elapsed Time: 2:06:54 ETA:  1 day, 1:40:50
  7% (1580 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:38:45
  7% (1581 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:37:43
  7% (1583 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:35:40
  7% (1584 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:34:39
  7% (1586 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:32:34
  7% (1587 of 20736) |             | Elapsed Time: 2:06:55 ETA:  1 day, 1:31:33
  7% (1589 of 20736) |             | Elapsed Time: 2:06:56 ETA:  1 day, 1:29:30
  7% (1590 of 20736) |             | Elapsed Time: 2:06:56 ETA:  1 day, 1:28:30
  7% (1591 of 20736) |             | Elapsed Time: 2:06:56 ETA:  1 day, 1:27:29
  7% (1592 of 20736) |             | Elapsed Time: 2:06:56 ETA:  1 day, 1:26:28
  7% (1593 of 20736) |             | Elapsed Time: 2:06:56 ETA:  1 day, 1:25:29
  7% (1596 of 20736) |#            | Elapsed Time: 2:06:56 ETA:  1 day, 1:22:24
  7% (1598 of 20736) |#            | Elapsed Time: 2:06:56 ETA:  1 day, 1:20:22
  7% (1599 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:19:22
  7% (1600 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:18:21
  7% (1601 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:17:21
  7% (1602 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:16:21
  7% (1604 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:14:20
  7% (1605 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:13:20
  7% (1607 of 20736) |#            | Elapsed Time: 2:06:57 ETA:  1 day, 1:11:20
  7% (1608 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:10:21
  7% (1609 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:09:22
  7% (1610 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:08:23
  7% (1611 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:07:24
  7% (1613 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:05:25
  7% (1614 of 20736) |#            | Elapsed Time: 2:06:58 ETA:  1 day, 1:04:26
  7% (1615 of 20736) |#            | Elapsed Time: 2:06:59 ETA:  1 day, 1:03:27
  7% (1616 of 20736) |#            | Elapsed Time: 2:06:59 ETA:  1 day, 1:02:28
  7% (1617 of 20736) |#            | Elapsed Time: 2:06:59 ETA:  1 day, 1:01:30
  7% (1618 of 20736) |#            | Elapsed Time: 2:06:59 ETA:  1 day, 1:00:31
  7% (1619 of 20736) |#            | Elapsed Time: 2:06:59 ETA:  1 day, 0:59:34
  7% (1620 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:58:37
  7% (1625 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:53:38
  7% (1628 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:50:41
  7% (1629 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:49:43
  7% (1632 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:46:46
  7% (1635 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:43:50
  7% (1637 of 20736) |#            | Elapsed Time: 2:07:00 ETA:  1 day, 0:41:53
  7% (1638 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:40:56
  7% (1641 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:38:02
  7% (1643 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:36:07
  7% (1644 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:35:10
  7% (1646 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:33:15
  7% (1647 of 20736) |#            | Elapsed Time: 2:07:01 ETA:  1 day, 0:32:19
  7% (1651 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:28:28
  7% (1653 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:26:35
  7% (1655 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:24:42
  7% (1656 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:23:45
  8% (1659 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:20:55
  8% (1661 of 20736) |#            | Elapsed Time: 2:07:02 ETA:  1 day, 0:19:02
  8% (1662 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:18:06
  8% (1664 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:16:14
  8% (1665 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:15:19
  8% (1667 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:13:26
  8% (1668 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:12:31
  8% (1669 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:11:35
  8% (1670 of 20736) |#            | Elapsed Time: 2:07:03 ETA:  1 day, 0:10:40
  8% (1671 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:09:45
  8% (1672 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:08:50
  8% (1673 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:07:55
  8% (1674 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:07:01
  8% (1676 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:05:10
  8% (1677 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:04:15
  8% (1679 of 20736) |#            | Elapsed Time: 2:07:04 ETA:  1 day, 0:02:24
  8% (1680 of 20736) |#            | Elapsed Time: 2:07:05 ETA:  1 day, 0:01:29
  8% (1681 of 20736) |#            | Elapsed Time: 2:07:05 ETA:  1 day, 0:00:35
  8% (1682 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:59:40
  8% (1683 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:58:46
  8% (1685 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:56:56
  8% (1686 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:56:02
  8% (1687 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:55:08
  8% (1688 of 20736) |#                  | Elapsed Time: 2:07:05 ETA:  23:54:14
  8% (1689 of 20736) |#                  | Elapsed Time: 2:07:06 ETA:  23:53:20
  8% (1690 of 20736) |#                  | Elapsed Time: 2:07:06 ETA:  23:52:26
  8% (1691 of 20736) |#                  | Elapsed Time: 2:07:06 ETA:  23:51:33
  8% (1692 of 20736) |#                  | Elapsed Time: 2:07:06 ETA:  23:50:40
  8% (1694 of 20736) |#                  | Elapsed Time: 2:07:06 ETA:  23:48:52
  8% (1695 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:47:59
  8% (1696 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:47:05
  8% (1697 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:46:12
  8% (1698 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:45:19
  8% (1699 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:44:26
  8% (1700 of 20736) |#                  | Elapsed Time: 2:07:07 ETA:  23:43:34
  8% (1701 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:42:42
  8% (1706 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:38:11
  8% (1709 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:35:30
  8% (1710 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:34:37
  8% (1713 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:31:56
  8% (1716 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:29:17
  8% (1718 of 20736) |#                  | Elapsed Time: 2:07:08 ETA:  23:27:31
  8% (1719 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:26:39
  8% (1722 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:24:01
  8% (1724 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:22:15
  8% (1725 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:21:24
  8% (1727 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:19:40
  8% (1728 of 20736) |#                  | Elapsed Time: 2:07:09 ETA:  23:18:49
  8% (1732 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:15:18
  8% (1734 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:13:35
  8% (1736 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:11:51
  8% (1737 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:11:00
  8% (1740 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:08:25
  8% (1742 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:06:42
  8% (1743 of 20736) |#                  | Elapsed Time: 2:07:10 ETA:  23:05:51
  8% (1745 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  23:04:09
  8% (1746 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  23:03:19
  8% (1748 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  23:01:37
  8% (1749 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  23:00:46
  8% (1751 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  22:59:05
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  8% (1753 of 20736) |#                  | Elapsed Time: 2:07:11 ETA:  22:57:25
  8% (1754 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:56:35
  8% (1755 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:55:46
  8% (1758 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:53:14
  8% (1760 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:51:33
  8% (1761 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:50:43
  8% (1763 of 20736) |#                  | Elapsed Time: 2:07:12 ETA:  22:49:04
  8% (1764 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:48:14
  8% (1766 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:46:34
  8% (1767 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:45:45
  8% (1768 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:44:56
  8% (1769 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:44:07
  8% (1770 of 20736) |#                  | Elapsed Time: 2:07:13 ETA:  22:43:19
  8% (1771 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:42:30
  8% (1772 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:41:41
  8% (1773 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:40:52
  8% (1775 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:39:14
  8% (1776 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:38:25
  8% (1777 of 20736) |#                  | Elapsed Time: 2:07:14 ETA:  22:37:37
  8% (1778 of 20736) |#                  | Elapsed Time: 2:07:15 ETA:  22:36:48
  8% (1779 of 20736) |#                  | Elapsed Time: 2:07:15 ETA:  22:36:00
  8% (1780 of 20736) |#                  | Elapsed Time: 2:07:15 ETA:  22:35:12
  8% (1781 of 20736) |#                  | Elapsed Time: 2:07:15 ETA:  22:34:24
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  8% (1786 of 20736) |#                  | Elapsed Time: 2:07:15 ETA:  22:30:19
  8% (1788 of 20736) |#                  | Elapsed Time: 2:07:16 ETA:  22:28:41
  8% (1791 of 20736) |#                  | Elapsed Time: 2:07:16 ETA:  22:26:14
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  8% (1814 of 20736) |#                  | Elapsed Time: 2:07:17 ETA:  22:07:51
  8% (1815 of 20736) |#                  | Elapsed Time: 2:07:18 ETA:  22:07:04
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Out[43]:
LinearGAM(callbacks=[Deviance(), Diffs()], fit_intercept=True, 
   max_iter=100, scale=None, 
   terms=s(0) + s(1) + s(2) + s(3) + intercept, tol=0.0001, 
   verbose=False)
In [141]:
male_gam.summary()

LinearGAM                                                                                                 
=============================================== ==========================================================
Distribution:                        NormalDist Effective DoF:                                     19.4899
Link Function:                     IdentityLink Log Likelihood:                                  -823.6007
Number of Samples:                          144 AIC:                                             1688.1813
                                                AICc:                                            1695.3697
                                                GCV:                                              159.4431
                                                Scale:                                            121.1394
                                                Pseudo R-Squared:                                   0.5148
==========================================================================================================
Feature Function                  Lambda               Rank         EDoF         P > x        Sig. Code   
================================= ==================== ============ ============ ============ ============
s(0)                              [100000.]            10           3.3          4.61e-02     *           
s(1)                              [215.4435]           20           6.8          2.76e-01                 
s(2)                              [0.4642]             30           7.3          2.13e-05     ***         
s(3)                              [0.4642]             10           2.1          3.06e-14     ***         
intercept                                              1            0.0          3.03e-13     ***         
==========================================================================================================
Significance codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

WARNING: Fitting splines and a linear function to a feature introduces a model identifiability problem
         which can cause p-values to appear significant when they are not.

WARNING: p-values calculated in this manner behave correctly for un-penalized models or models with
         known smoothing parameters, but when smoothing parameters have been estimated, the p-values
         are typically lower than they should be, meaning that the tests reject the null too readily.

C:\Users\david\AppData\Local\Temp\ipykernel_17816\425402196.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. 
 
Please do not make inferences based on these values! 

Collaborate on a solution, and stay up to date at: 
github.com/dswah/pyGAM/issues/163 

  male_gam.summary()
In [45]:
male_gam.lam
Out[45]:
[[100000.0],
 [215.44346900318823],
 [0.46415888336127775],
 [0.46415888336127775]]
In [44]:
male_gam.n_splines
Out[44]:
[10, 20, 30, 10]

The best lam values found are about 100000, 215.44, 0.464, and 0.464, in the order of the terms or features. The best n_splines values found are 10, 20, 30, and 10 splines, in the order of the features.

In [142]:
male_gam.summary()

LinearGAM                                                                                                 
=============================================== ==========================================================
Distribution:                        NormalDist Effective DoF:                                     19.4899
Link Function:                     IdentityLink Log Likelihood:                                  -823.6007
Number of Samples:                          144 AIC:                                             1688.1813
                                                AICc:                                            1695.3697
                                                GCV:                                              159.4431
                                                Scale:                                            121.1394
                                                Pseudo R-Squared:                                   0.5148
==========================================================================================================
Feature Function                  Lambda               Rank         EDoF         P > x        Sig. Code   
================================= ==================== ============ ============ ============ ============
s(0)                              [100000.]            10           3.3          4.61e-02     *           
s(1)                              [215.4435]           20           6.8          2.76e-01                 
s(2)                              [0.4642]             30           7.3          2.13e-05     ***         
s(3)                              [0.4642]             10           2.1          3.06e-14     ***         
intercept                                              1            0.0          3.03e-13     ***         
==========================================================================================================
Significance codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

WARNING: Fitting splines and a linear function to a feature introduces a model identifiability problem
         which can cause p-values to appear significant when they are not.

WARNING: p-values calculated in this manner behave correctly for un-penalized models or models with
         known smoothing parameters, but when smoothing parameters have been estimated, the p-values
         are typically lower than they should be, meaning that the tests reject the null too readily.

C:\Users\david\AppData\Local\Temp\ipykernel_17816\425402196.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. 
 
Please do not make inferences based on these values! 

Collaborate on a solution, and stay up to date at: 
github.com/dswah/pyGAM/issues/163 

  male_gam.summary()

The significance stars in the summary() function tell us which terms have a statistically significant relationship to the response. The "P > x" column tells us the p-values of a Wald test where the $H_0$ is that the term has no effect on the response, and $H_a$ is that the term has an effect.

Assuming a significance level of 0.05, the summary above tells us that the first, third, and fourth features are statistically significant, while the second one is not. In other words, the percentage of men with anxiety has no effect on male suicide rates. However, GDP, the percentage of men with bipolar disorder, and the percentage of men with depression, do have an effect.

We could do backward stepwise selection based on p-values, but we decided not to do that so that all the models would use the exact same dataset and be comparable.

The pseudo R^2 is about 0.51.

Training and test errors¶

Now we will get the training and test errors for this GAM model:

In [60]:
from sklearn.metrics import root_mean_squared_error

Y_train_pred_male = male_gam.predict(X_train_male_scaled) # The predicted y-values (suicide rates) for the training set
train_rmse_male = root_mean_squared_error(y_true = Y_train_male, y_pred = Y_train_pred_male) # Get the training RMSE
train_rmse_male
Out[60]:
10.234433213001202
In [61]:
Y_test_pred_male = male_gam.predict(X_test_male_scaled) # predicted y-values for the test set
test_rmse_male = root_mean_squared_error(y_true = Y_test_male, y_pred = Y_test_pred_male) # test RMSE
test_rmse_male
Out[61]:
8.829344285001438

Partial dependence plots¶

Partial dependence plots show the relationship between each individual feature and the response, while marginalizing out all the other features. Below, we plot these for each feature, as well as the 95% confidence interval for the fitted function. The code cell below was taken from this source.

In [176]:
plt.figure();
fig, axs = plt.subplots(1,4);
fig.set_size_inches(20, 6);
fig.set_tight_layout(tight=True,)
fig.suptitle("Partial Dependence Plots for Male Suicide Rates", fontsize=16)

cols = list(X_train_male_scaled.columns)
titles = ["GDP (USD)", "Anxiety Percentage", "Bipolar Disorder Percentage", "Depression Percentage"]

for i, ax in enumerate(axs):
    XX = male_gam.generate_X_grid(term=i)
    ax.plot(XX[:, i], male_gam.partial_dependence(term=i, X=XX), label="Fitted function", linewidth=1.5)
    ax.hlines(y=0, xmin=min(X_train_male_scaled[cols[i]]), xmax=max(X_train_male_scaled[cols[i]]), colors="black", linestyles='--', label="Line at y = 0")
    ax.legend()
    ax.set_title(f"Male: Suicide Rate vs. {titles[i]}");
    ax.set_xlabel(titles[i])
    ax.set_ylabel("Male Suicide Rate")

<Figure size 640x480 with 0 Axes>
No description has been provided for this image

Female dataset¶

Fitting and tuning¶

We will follow the same process of fitting and tuning for the female dataset:

In [54]:
female_gam = LinearGAM(s(feature=0) + s(feature=1) + s(feature=2) + s(feature=3)).fit(X_train_female_scaled, Y_train_female)
female_gam.summary()

LinearGAM                                                                                                 
=============================================== ==========================================================
Distribution:                        NormalDist Effective DoF:                                     28.2766
Link Function:                     IdentityLink Log Likelihood:                                  -468.3539
Number of Samples:                          144 AIC:                                              995.2611
                                                AICc:                                            1010.8498
                                                GCV:                                               15.1388
                                                Scale:                                              9.9041
                                                Pseudo R-Squared:                                   0.6118
==========================================================================================================
Feature Function                  Lambda               Rank         EDoF         P > x        Sig. Code   
================================= ==================== ============ ============ ============ ============
s(0)                              [0.6]                20           8.9          6.07e-01                 
s(1)                              [0.6]                20           9.9          6.34e-02     .           
s(2)                              [0.6]                20           5.4          1.22e-02     *           
s(3)                              [0.6]                20           4.1          1.71e-14     ***         
intercept                                              1            0.0          1.21e-11     ***         
==========================================================================================================
Significance codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

WARNING: Fitting splines and a linear function to a feature introduces a model identifiability problem
         which can cause p-values to appear significant when they are not.

WARNING: p-values calculated in this manner behave correctly for un-penalized models or models with
         known smoothing parameters, but when smoothing parameters have been estimated, the p-values
         are typically lower than they should be, meaning that the tests reject the null too readily.

C:\Users\david\AppData\Local\Temp\ipykernel_17816\1727835413.py:3: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. 
 
Please do not make inferences based on these values! 

Collaborate on a solution, and stay up to date at: 
github.com/dswah/pyGAM/issues/163 

  female_gam.summary()
In [55]:
female_gam.lam # lams/smoothing strengths
Out[55]:
[[0.6], [0.6], [0.6], [0.6]]
In [56]:
female_gam.n_splines # number of splines
Out[56]:
[20, 20, 20, 20]
In [59]:
# Perform grid search to find the best lam and n_splines

lam = np.logspace(-3, 5, 4)       # For each lam, try 4 possible values, log-spaced
n_spline = np.array([10, 20, 30]) # Try 10, 20, or 20 splines
lams = [lam] * 4           # Replicate these values for all 4 lams by making a list of arrays, one for each term
n_splines = [n_spline] * 4 # Do the same for splines

# Perform grid search and change the male_gam variable to the best model found
female_gam.gridsearch(X = X_train_female_scaled, y = Y_train_female, lam=lams, n_splines = n_splines, objective='GCV')

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Out[59]:
LinearGAM(callbacks=[Deviance(), Diffs()], fit_intercept=True, 
   max_iter=100, scale=None, 
   terms=s(0) + s(1) + s(2) + s(3) + intercept, tol=0.0001, 
   verbose=False)
In [143]:
female_gam.summary()

LinearGAM                                                                                                 
=============================================== ==========================================================
Distribution:                        NormalDist Effective DoF:                                        8.08
Link Function:                     IdentityLink Log Likelihood:                                  -481.9501
Number of Samples:                          144 AIC:                                              982.0602
                                                AICc:                                             983.4271
                                                GCV:                                               12.0653
                                                Scale:                                             10.8531
                                                Pseudo R-Squared:                                   0.5004
==========================================================================================================
Feature Function                  Lambda               Rank         EDoF         P > x        Sig. Code   
================================= ==================== ============ ============ ============ ============
s(0)                              [100000.]            10           2.7          3.38e-01                 
s(1)                              [100000.]            10           1.8          4.12e-01                 
s(2)                              [215.4435]           20           2.0          2.31e-04     ***         
s(3)                              [215.4435]           30           1.7          2.68e-14     ***         
intercept                                              1            0.0          1.11e-16     ***         
==========================================================================================================
Significance codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

WARNING: Fitting splines and a linear function to a feature introduces a model identifiability problem
         which can cause p-values to appear significant when they are not.

WARNING: p-values calculated in this manner behave correctly for un-penalized models or models with
         known smoothing parameters, but when smoothing parameters have been estimated, the p-values
         are typically lower than they should be, meaning that the tests reject the null too readily.

C:\Users\david\AppData\Local\Temp\ipykernel_17816\3412412235.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. 
 
Please do not make inferences based on these values! 

Collaborate on a solution, and stay up to date at: 
github.com/dswah/pyGAM/issues/163 

  female_gam.summary()

The significance stars and p-values tell us that GDP and the percentage of women with anxiety have no effect on female suicide rates. The percentage of women with bipolar disorder, and the percentage of women with depression, do have an effect.

Interestingly, GDP had an effect on male suicide rates, but not on female ones.

The pseudo R^2 is about 0.5.

In [65]:
female_gam.lam
Out[65]:
[[100000.0], [100000.0], [215.44346900318823], [215.44346900318823]]
In [66]:
female_gam.n_splines
Out[66]:
[10, 10, 20, 30]

For the GAM model predicting female suicide rates, the best lam values found are about 100000, 100000, 215.44, and 215.44, in the order of the features. The best n_splines values found are 10, 10, 20, and 30 splines, in the order of the features.

Training and test errors¶

In [62]:
from sklearn.metrics import root_mean_squared_error

Y_train_pred_female = female_gam.predict(X_train_female_scaled) # The predicted y-values (suicide rates) for the training set
train_rmse_female = root_mean_squared_error(y_true = Y_train_female, y_pred = Y_train_pred_female) # Get the training RMSE
train_rmse_female
Out[62]:
3.2006467466640216
In [63]:
Y_test_pred_female = female_gam.predict(X_test_female_scaled) # predicted y-values for the test set
test_rmse_female = root_mean_squared_error(y_true = Y_test_female, y_pred = Y_test_pred_female) # test RMSE
test_rmse_female
Out[63]:
2.409140511095347

Partial dependence plots¶

This is the same code taken from this source.

In [177]:
plt.figure();
fig, axs = plt.subplots(1,4);
fig.set_size_inches(20, 6)
fig.set_tight_layout(tight=True)
fig.suptitle("Partial Dependence Plots for Female Suicide Rates", fontsize=16)

cols = list(X_train_female_scaled.columns)
titles = ["GDP (USD)", "Anxiety Percentage", "Bipolar Disorder Percentage", "Depression Percentage"]


for i, ax in enumerate(axs):
    XX = female_gam.generate_X_grid(term=i)
    ax.plot(XX[:, i], female_gam.partial_dependence(term=i, X=XX), label="Fitted function", linewidth=1.5)
    ax.hlines(y=0, xmin=min(X_train_female_scaled[cols[i]]), xmax=max(X_train_female_scaled[cols[i]]), colors="black", linestyles='--', label="Line at y = 0")
    ax.legend()

    ax.set_title(f"Female: Suicide Rate vs. {titles[i]}");
    ax.set_xlabel(titles[i])
    ax.set_ylabel("Female Suicide Rate")

<Figure size 640x480 with 0 Axes>
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